{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0aa51b79",
   "metadata": {},
   "source": [
    "# Permutation Feature Importance on \"Who's Going to Leave Next?\"\n",
    "\n",
    "<a id='source_1'></a>\n",
    "<a id='source_2'></a>\n",
    "\n",
    "In this notebook example, we will explain the global behavior of a classification model by identifying the most important features it relies on. To obtain the importance of the features, we will use the `PermutationImportance` explainer, initially proposed by  [Breiman (2001)](https://link.springer.com/article/10.1023/A:1010933404324)[[1]](#References), and further refined by [Fisher et al. (2019)](https://arxiv.org/abs/1801.01489)[[2]](#References).\n",
    "\n",
    "This notebook is inspired from the following [blogpost](https://lukesingham.com/whos-going-to-leave-next/).\n",
    "\n",
    "Since `seaborn` is not a required dependency, we need to install it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bb64cd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "51f0a377",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report, f1_score, roc_auc_score\n",
    "\n",
    "from alibi.explainers import PermutationImportance, plot_permutation_importance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8d5322b",
   "metadata": {},
   "source": [
    "### Read the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c4deb31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_project</th>\n",
       "      <th>average_montly_hours</th>\n",
       "      <th>time_spend_company</th>\n",
       "      <th>Work_accident</th>\n",
       "      <th>left</th>\n",
       "      <th>promotion_last_5years</th>\n",
       "      <th>sales</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.38</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2</td>\n",
       "      <td>157</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>5</td>\n",
       "      <td>262</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.11</td>\n",
       "      <td>0.88</td>\n",
       "      <td>7</td>\n",
       "      <td>272</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.72</td>\n",
       "      <td>0.87</td>\n",
       "      <td>5</td>\n",
       "      <td>223</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2</td>\n",
       "      <td>159</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   satisfaction_level  last_evaluation  number_project  average_montly_hours  \\\n",
       "0                0.38             0.53               2                   157   \n",
       "1                0.80             0.86               5                   262   \n",
       "2                0.11             0.88               7                   272   \n",
       "3                0.72             0.87               5                   223   \n",
       "4                0.37             0.52               2                   159   \n",
       "\n",
       "   time_spend_company  Work_accident  left  promotion_last_5years  sales  \\\n",
       "0                   3              0     1                      0  sales   \n",
       "1                   6              0     1                      0  sales   \n",
       "2                   4              0     1                      0  sales   \n",
       "3                   5              0     1                      0  sales   \n",
       "4                   3              0     1                      0  sales   \n",
       "\n",
       "   salary  \n",
       "0     low  \n",
       "1  medium  \n",
       "2  medium  \n",
       "3     low  \n",
       "4     low  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/ucg8j/kaggle_HR/master/HR_comma_sep.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57008a3d",
   "metadata": {},
   "source": [
    "We will be using the `left` column as the target for the binary classification task. A value of 1 in the `left` column indicates that a person left the company."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2496960b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define target column\n",
    "target_name = 'left'\n",
    "\n",
    "# extract the features\n",
    "feature_names = df.columns.to_list()\n",
    "feature_names.remove(target_name)\n",
    "\n",
    "# define categorical columns\n",
    "categorical_names = [\n",
    "    'Work_accident',           # binary\n",
    "    'promotion_last_5years',   # binary\n",
    "    'sales',                   # nominal\n",
    "    'salary'                   # ordinal, but will treat it as nominal\n",
    "]\n",
    "\n",
    "# define numerical features\n",
    "numerical_names = [ft for ft in feature_names if ft not in categorical_names]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2df5f135",
   "metadata": {},
   "source": [
    "Note that although the `salary` feature is ordinal, we will treat it as a nominal feature in this example."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90731b65",
   "metadata": {},
   "source": [
    "### Data analysis\n",
    "\n",
    "Before diving into the data preprocessing step and the actual model training, let us first explore the dataset. We begin by inspecting the proportion of positive and negative instances available in our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "91d32a7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8EBCAiNgBmF6dkSRJbT1yHgjcExF/qdz/FPBYRMwEMjM/X5XpJKmdamuch1R1CklSK219b42nqz2IJOnv2nrOWZJUQ8ZZkgpknCWpQMZZkgpknCWpQHWLc0R0iIgHIuKmyv3eETE1Ip6IiPER0ales0lSvdXzyPkE4NGV7v8MGJGZWwILAX/TiqR2qy5xjojNgf8D/LpyP1jxy2KvrewyGhhaj9kkqQT1OnK+CDiZym9WAT4GvFT5DSsAzwA9VvXAiDgyIqZHxPR58+ZVfVBJqoeaxzki9gVeyMwZ7+XxmXl5ZjZlZlP37t3X8XSSVIa2vrfGurQzsF9EfBlYH9gIGAl0jYiOlaPnzYG/1mE2SSpCzY+cM/OUzNw8M3sBBwF3ZuYhwCT+/quvDgN+X+vZJKkUJb3O+YfAP0XEE6w4B31FneeRpLqpx2mNFpl5F3BX5fZTwPb1nEeSSlHSkbMkqcI4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLMkFcg4S1KBjLNURddccw377bcfPXr0oEuXLgwcOJCxY8e22ufoo4+mb9++dOnShcbGRnbddVfuuOOOd33uzOTSSy9lq622oqGhgZ49e3Lcccfx0ksvtdrv3HPP5Utf+hIbbbQREcHcuXPf8Vz33HMPW2+9NY2NjRx77LEsXbq01fYxY8YwYMAAli9fvtbfA703xlmqogsvvJAuXbowYsQIJkyYwODBgzn44IO55JJLWvZ5/fXX+e53v8v111/PVVddRbdu3dhnn32YMmXKGp/7kksu4fjjj+erX/0qN998M6eeeir/8R//wWGHHdZqv8suu4ylS5cyePDgVT7Pm2++yUEHHcRee+3FlVdeyYQJExg1alTL9tdee41TTjmFkSNHst56JqNWIjPrPcN71tTUlNOnT39Pjx34gzHreBqVaMa/HFrXrz9//ny6devWau3ggw/m3nvvZc6cOat8zLJly+jduzdDhw7l4osvXu1zDxo0iB49enDddde1rF188cWceOKJLFq0iM6dOwOwfPly1ltvPW666Sa+8pWvMGfOHHr16tXymIcffpiddtqJhQsX0qFDB372s58xffp0rrnmGgBOP/10HnvssZb7WqdidRs61nIKqb15e5gBBgwY0Cqob9ehQwe6du1Kc3PzGp/7zTffZOONN2611rVrVzKTlQ+63u1ot7m5mU6dOtGhQwcAGhoaWr723Llz+cUvfsEDDzywxufQuue/UaQau/fee+nTp0+rtcxk6dKlLFiwgBEjRjB79myGDx++xuf51re+xdVXX80tt9zCK6+8wgMPPMAFF1zAN7/5Tbp06dLmefr06UNzczNXXXUVzz//PGPGjKGpqQmAH/zgBxx77LGtjrRVGx45SzU0ceJEbrjhhlbndAHGjx/PsGHDAOjcuTPjx49n++23X+NzHXPMMbzyyit85StfaflB3dChQ7nsssvWaqYuXbpw0UUXcfjhh7N06VK22247jj/+eO6++27uuecefvvb367V82nd8MhZqpG5c+dy8MEHs//++/PNb36z1ba9996badOmceutt3LAAQdw0EEHcdddd63x+caOHcu5557Leeedx+TJkxk1ahTTpk3jiCOOWOvZhg8fzvz585k9ezZTp05lww035IQTTuD888+nc+fOnH766Wy66aZsueWWXH/99Wv9/Fp7HjlLNfDiiy+yzz770LNnT373u9+9Y3tjY2PLqYQhQ4bw7LPPcuaZZ3L33Xev8vmWL1/Occcdx/HHH88pp5wCwK677spmm23GkCFD+N73vse22267VjNuvPHGLeewf/3rX9OpUye+8Y1vMGHCBMaOHcuMGTN46qmn+PKXv8xOO+3EJptsslbPr7XjkbNUZYsXL2bfffelubmZm266iYaGhnd9zIABA3jqqadWu33+/PksWLCA/v37v+NxAE8++eR7nnfRokWcccYZjBw5kohg0qRJHHDAAWy22WZ84QtfoE+fPtx3333v+fnVNsZZqqKlS5fyta99jdmzZ3Pbbbfx8Y9//F0fk5nce++99O7de7X7dO/enYaGBu6///5W6zNmzAB4Xz/AO+ecc/jSl77EoEGDWtYWL17ccvu1117jg/wS3A8KT2tIVfSd73yHW265hZEjR7JgwQIWLFjQsm3AgAHcd999XHjhhRxwwAF86lOfYsGCBYwePZopU6Zw4403tuw7efJk9thjDyZOnMhuu+1GRHDkkUcyYsQIGhoa2HnnnXnyySc566yzGDRoEAMHDmz12Hnz5rWE+9Zbb6V79+7069ePfv36tZp39uzZjBo1ipkzZ7as7bbbbhx++OEMHjyYOXPm8PTTT7PDDjtU61umCuMsVdF//ud/AnDCCSe8Y9ucOXP45Cc/SYcOHTj11FOZN28e3bt3p3///vzpT39ixx13bNk3M1m2bFmrI9YLLriAbt26ceWVV3L++efTvXt39t13X84777xWr20+66yzmDx5csv973znOy3rZ599dquZvv/973PiiSfSo0ePlrWhQ4cyZcoUjjnmGLp06cKYMWM831wDXiGoD7V6XiH4l3M+V7evrdr51Jkz332n1VvtFYKec5akAhlnSSqQcZakAhlnSSqQcZakAhlnSSqQcZakAtU8zhHxyYiYFBGzIuKRiDihsv7RiLg9ImZXPjfWejZJKkU9jpyXAt/PzH7AIODYiOgH/AiYmJmfASZW7ktSu1TzOGfmc5l5f+X2K8CjQA9gf2B0ZbfRwNBazyZJpajrOeeI6AUMAKYCm2Tmc5VNzwOrvHg/Io6MiOkRMX3evHm1GVSSaqxucY6ILsB1wPcyc9HK23LFG36s8k0/MvPyzGzKzKbu3bvXYFJJqr26xDkiPsKKMP8uM/9/ZflvEbFpZfumwAv1mE2SSlCPV2sEcAXwaGZeuNKmCcBhlduHAb+v9WySVIp6vJ/zzsA3gJkR8WBl7VTgAuDqiDgCeBo4sA6zSVIRah7nzPwTq38P0z1qOYsklcorBCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpknCWpQMZZkgpUVJwjYkhEPBYRT0TEj+o9jyTVSzFxjogOwC+AfYB+wLCI6FffqSSpPoqJM7A98ERmPpWZzcA4YP86zyRJddGx3gOspAfwPyvdfwbY4e07RcSRwJGVu69GxGM1mO3Dohswv95D1FL862H1HqG9aXf/jXFWvJ9H35aZQ1a1oaQ4t0lmXg5cXu85PogiYnpmNtV7Dn14+d/YulPSaY2/Ap9c6f7mlTVJandKivM04DMR0TsiOgEHARPqPJMk1UUxpzUyc2lEfBf4A9ABGJWZj9R5rA8bTwep2vxvbB2JzKz3DJKktynptIYkqcI4S1KBjHM74aXxqqaIGBURL0TEw/We5cPCOLcDXhqvGvgtsMqLKfTeGOf2wUvjVVWZeTfwYr3n+DAxzu3Dqi6N71GnWSS1gXGWpAIZ5/bBS+OlDxjj3D54abz0AWOc24HMXAq8dWn8o8DVXhqvdSkixgL3Ap+NiGci4oh6z/RB5+XbklQgj5wlqUDGWZIKZJwlqUDGWZIKZJwlqUDGWe1GRNyzlvt/MSJuqtY80poYZ7UbmblTvWeQ2so4q92IiFcrn78YEXdFxLUR8d8R8buIiMq2IZW1+4H/u9JjO1fes/i+iHggIvavrI+MiDMrt/eOiLsjwv+v9L4V8wtepRobAGwFPAv8F7BzREwHfgXsDjwBjF9p/9OAOzNzeER0Be6LiDuAU4BpEfFH4GLgy5m5vHZ/DH1Y+Te82qv7MvOZSkgfBHoBfYE5mTk7V1w6e9VK++8F/CgiHgTuAtYHPpWZi4FvA7cDl2bmkzX7E+hDzSNntVdLVrq9jHf/fyGA/5eZj61i2+eABcBm62g2ySNnaSX/DfSKiE9X7g9badsfgONWOjc9oPK5J/B9Vpwm2ScidqjhvPoQM85SRWa+ARwJ3Fz5geALK20+F/gI8FBEPAKcWwn1FcBJmfkscATw64hYv8aj60PId6WTpAJ55CxJBTLOklQg4yxJBTLOklQg4yxJBTLOklQg4yxJBfpfXJkkOxwr/HUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_perc = df[target_name].value_counts(normalize=True).mul(100).rename('percent').reset_index().rename({'index': 'left'}, axis=1)  # rename \"index\" on pandas 1.x\n",
    "g = sns.catplot(data=target_perc, x='left', y='percent', kind='bar')\n",
    "g.ax.set_ylim(0, 100)\n",
    "\n",
    "for p in g.ax.patches:\n",
    "    txt = str(p.get_height().round(2)) + '%'\n",
    "    txt_x, txt_y = p.get_x(), p.get_height()\n",
    "    g.ax.text(x=txt_x, y=txt_y, s=txt, fontdict={'size': 15})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a9b4707",
   "metadata": {},
   "source": [
    "Right away, we can observe that our dataset is quite imbalanced. The people who left the company are the minority class, representing only 23.81% of the entire dataset. Although this might not be the case for us, with extreme class imbalance, we should carefully consider which metric to use to evaluate the performance of our model.\n",
    "\n",
    "For example, reporting the accuracy alone might not be sufficient. Consider, for example, the case in which we have 99% of the data instances belonging to the negative class and 1% belonging to the positive class - the class of interest. A classifier which predicts 0 every time will achieve an accuracy of 99%. Although the model achieves a high accuracy it is useless because it cannot detect any positive instances. Thus, in this scenario, better metrics to inspect the model performance are the precision, the recall, and the $F_1$ score. In addition, one can analyze the ROC-AUC curve to measure class separation.\n",
    "\n",
    "Let us now inspect the relationship between each feature and the target. We begin by looking at the distribution of the numerical features grouped by labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63bf1231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for ax, ft in zip(axs, numerical_names):\n",
    "    sns.boxplot(data=df, y=ft, x=target_name, ax=ax, orient='v')\n",
    "\n",
    "fig.delaxes(axs[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7607e4b1",
   "metadata": {},
   "source": [
    "By inspecting the distributions above, we already see some associations. It is probably not surprising that people with lower satisfaction levels are more likely to leave. Similarly, people who work more hours and people that are older in the company have the same tendency to leave. All those associations make intuitive sense, and one can propose multiple plausible hypotheses on why this happens.\n",
    "\n",
    "Quite interesting is that people who tend to have a higher evaluation score are also associated with leaving the company. Later, we will inspect the interactions between the two features, and we may be able to understand why this happens.\n",
    "\n",
    "We now look at the categorical features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1cc0c32d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g9oi4CcjMXK+W6CRJ6o55SpLUlW4LoG1rjUKSpIVjnpIkdaWrLnCZ+af5/ZvXz0XEthFxe0TMiIiD53PcWyMiI2LygrwISVK7mackSd3qdgzQkEXEGOB4YDtgbWDXiFh7LsctBewP/KauWCRJGsw8JUntVFsBBGwCzMjMOzPzceBsYMe5HPcZ4AvAozXGIknSYOYpSWqhOgugicA9Hdszq31Pi4gNgZUy86c1xiFJ0tyYpySpheosgOYrIhYBvgJ8tItj946I6yLiutmzZ9cfnCSp9cxTkjQ61VkAzQJW6tieVO0bsBTwCuDyiLgLeBUwdW4DTDPzxMycnJmTJ0yYUGPIkqQWMU9JUgvVWQBdC6wREatGxKLALsDUgTsz88HMXCEzV8nMVYCrgSmZ6cJ1kqReME9JUgvVVgBl5pPAfsBFwK3AOZl5S0QcGRFT6npeSZK6YZ6SpHbqdiHUBZKZ5wPnD9p32DyOfV2dsUiSNJh5SpLap7FJECRJkiSp1yyAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWoNCyBJkiRJrWEBJEmSJKk1LIAkSZIktYYFkCRJkqTWsACSJEmS1BoWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1rAAkiRJktQaY5sOQP3n7iPXbTqEvrXyYTc1HYIkSZIWgi1AkiRJklrDAkiSJElSa1gASZIkSWoNCyBJkiRJrWEBJEmSJKk1nAVOkiSNKM5WOm/OVio9N1uAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJao1aC6CI2DYibo+IGRFx8FzuPzAipkXEjRFxaUS8pM54JEnqZJ6SpPaprQCKiDHA8cB2wNrArhGx9qDDfgdMzsz1gB8AX6wrHkmSOpmnJKmd6mwB2gSYkZl3ZubjwNnAjp0HZOZlmflItXk1MKnGeCRJ6mSekqQWqrMAmgjc07E9s9o3L3sBF8ztjojYOyKui4jrZs+ePYwhSpJazDwlSS3UF5MgRMQ7gMnA0XO7PzNPzMzJmTl5woQJvQ1OktR65ilJGj3G1vjYs4CVOrYnVfueISLeCHwKeG1mPlZjPJIkdTJPSVIL1dkCdC2wRkSsGhGLArsAUzsPiIgNgG8BUzLz3hpjkSRpMPOUJLVQbQVQZj4J7AdcBNwKnJOZt0TEkRExpTrsaGBJ4PsRcUNETJ3Hw0mSNKzMU5LUTnV2gSMzzwfOH7TvsI7bb6zz+SVJmh/zlCS1T19MgiBJkiRJvWABJEmSJKk1LIAkSZIktYYFkCRJkqTWsACSJEmS1BoWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWqNsU0HIEnD7e4j1206hL618mE3NR2CJEmNsgVIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNZwEQZIkSeoxJ+yZt7on7LEFSJIkSVJrWABJkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWqNWgugiNg2Im6PiBkRcfBc7n9eRHyvuv83EbFKnfFIktTJPCVJ7VNbARQRY4Djge2AtYFdI2LtQYftBfw9M1cHvgp8oa54JEnqZJ6SpHaqswVoE2BGZt6ZmY8DZwM7DjpmR+C06vYPgDdERNQYkyRJA8xTktRCY2t87InAPR3bM4FN53VMZj4ZEQ8CywP3dR4UEXsDe1ebD0fE7bVELABeAisw6G+gyuGe94wEvofnY/jewy8ZrgdqkHlqhPIzPh/mqRHD9/F8DM/7eJ55qs4CaNhk5onAiU3H0RYRcV1mTm46DmlB+R5Wr5mnesvPuEYD38fNqbML3CxgpY7tSdW+uR4TEWOBpYH7a4xJkqQB5ilJaqE6C6BrgTUiYtWIWBTYBZg66JipwLur2zsBP8/MrDEmSZIGmKckqYVq6wJX9ZXeD7gIGAOckpm3RMSRwHWZORX4NnBGRMwAHqAkHzXPbhwa6XwP6zmZp0Y0P+MaDXwfNyS8kCVJkiSpLWpdCFWSJEmS+okFkCRJkqTWsADS0yJi24i4PSJmRMTBTccjDVVEnBIR90bEzU3HImn4mac00pmn+oMFkACIiDHA8cB2wNrArhGxdrNRSUN2KrBt00FIGn7mKY0Sp2KeapwFkAZsAszIzDsz83HgbGDHhmOShiQzr6DM1CVp9DFPacQzT/UHCyANmAjc07E9s9onSVI/ME9JGhYWQJIkSZJawwJIA2YBK3VsT6r2SZLUD8xTkoaFBZAGXAusERGrRsSilNXOpzYckyRJA8xTkoaFBZAAyMwngf2Ai4BbgXMy85Zmo5KGJiLOAn4NvCwiZkbEXk3HJGl4mKc0Gpin+kNkZtMxSJIkSVJP2AIkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gAqRUi4qsRcUDH9kURcXLH9pcj4sAuH+vyiJhcQ5jzer6TI2LtuezfIyKOW8DHXCYiPrjw0UmSei0i1o+I7Tu2p0TEwcP4+KtExM0L+LOf7OKYuyLipoi4ISKuW5DnkRaGBZDa4krg1QARsQiwArBOx/2vBq56rgeJiDG1RDcfmfnezJw2zA+7DGABJEk1qjFnrA88XQBl5tTM/HxNzzVUz1kAVV6fmetnZq0XFCNibJ2Pr5HJAkhtcRWwWXV7HeBm4KGIWDYinge8HFg6In5XXZU6pdo/cKXqCxHxW+BtAw8YEYtExKkR8dl5PWlEfDMirouIWyLi0x37N46IqyLi9xFxTUQsFRFjIuJLEXFzRNwYER+qjn26xSki3hMRd0TENcDmHY83ISJ+GBHXVv82r/YfUb2WyyPizoj4cPUjnwdeWl19O3phf7mS1DZVK8ltEXFmRNwaET+IiMUH54yI2LXKKzdHxBc6fv7hiDi6yg8/i4hNOr6rp1THjI+I71Q//7uIeH1ELAocCexcfYfv3NkjoIrr51UeuTQiVq72nxoRx1S5586I2GkIr/OXEfHb6t/AxcQXRcQVVQw3R8RrIuLzwGLVvjOH+Pt8afU7G9heY2A7IjaKiF9ExPVRenC8qNr/virn/b7KgYt3vNYTIuI3wBcj4rVVTDdUv8elhhKbRqHM9J//WvEP+COwMrAP8H7gM5QraJsD1wL3AGtWx54OHFDdvgv4r47HuRx4FXAW8KnneM7lqv/HVD+3HrAocCewcXXf84GxwAeAHwBjB/3s5cBk4EXA3cCE6jGuBI6rjvku8P+q2ysDt1a3j6AUf8+jtHrdD4wDVgFubvpv4j//+c9/I/Vf9T2awObV9inAxzpzBvDiju/tscDPgTdX9yWwXXX7R8DF1ffzK4Ebqv0fBU6pbq9VPdZ4YI+B7//qvqe3gZ8A765u7wmcW90+Ffg+5eL32sCM53htN1e3FwfGV7fXAK7riO1T1e0xwFLV7Ye7+N39EfgtcD2wd8f+y4D1q9v/DXyo+p1cBUyo9u/c8TtZvuNnPwt8qOO1ngeM6fidDPydlqTKs/5r7z+bBdUmV1G6ur0a+Aowsbr9IDAT+Fdm3lEdexqwL/C1avt7gx7rW8A5mXnUczzn2yNib0riexEl6STwl8y8FiAz/wEQEW8ETsjMJ6v9Dwx6rE2ByzNzdnX894A1q/veCKwdEQPHPj8ilqxu/zQzHwMei4h7gRc8R8ySpO7ck5lXVrf/BxhoZR/IGRvzzO/tM4EtgHOBx4ELq+NuAh7LzCci4iZKAQLw/4BjATLztoj4E//+3p+XzYC3VLfPAL7Ycd+5mfkUMC0ius0F44DjImJ9YE7H818LnBIR46rHvaHLx4NywW5WRKwIXBIRt2XmFcDJwHuijMndGdgEeBnwiuo4KMXWX6rHeUWUXhjLUAqbizqe4/uZOae6fSXwler3/7+ZOXMIsWoUsguc2mRgHNC6lC5wV1MSxasprSzz889B21cBr4+I8fP6gYhYlXI18A2ZuR7wU8qVuzosArwqS3/q9TNzYmY+XN33WMdxc8ALH5I0THIe24Nzxtw8kZkDxz9F9V1dFSh1fU935oOY51HP9BHgb5SWqcmUHghUBcsWwCzg1Ih4V7dBZOas6v97Ka1fm1R3/RDYDtgBuD4z76/ivKUjv62bmVtXx58K7JeZ6wKf5pk59um/QZbxUe8FFgOujIi1uo1Vo5MFkNrkKsqX6gOZOadqYVmGUgT9EFglIlavjn0n8Iv5PNa3gfOBc2LeAyyfT/kCfrC60rZdtf924EURsTFAlPE/Y4FLgH0GHi8ilhv0eL8BXhsRy1dX3N7Wcd/FlK4CVD+7/nxiB3gIsA+0JC2clSNiYHzpbsCvBt1/DeV7e4UoEyLsyvxzy2C/BHYHiIg1KV2cb2f+3+FXAbtUt3evHmNhLE3ptfAUJTeOqeJ5CfC3zDyJ0nKzYXX8E1WOmquIWGJgDE5ELAFsTbkoSWY+SmnF+SbwnepHbgcmDPyeI2JcRAxMYrQU8Jfq+Xafz3O+NDNvyswvUFquLIBazgJIbXITZRzM1YP2PVg1h78H+H7V/eAp4IT5PVhmfgX4HXBGlJnlBt//++r+2yhjdK6s9j9Oado/NiJ+Tyl8xlMSyN3AjdX+3QY93l8oY3p+XT3WrR13fxiYXA16nUYZ4zS/2O+nXAW7OZwEQZIW1O3AvhFxK7As5cT9adX39sGUsS2/p7Rq/HgIj/8NYJEqL30P2KPq0nwZpdvzDRGx86Cf+RClG9mNlIJl/wV4XYNjeHeVl9bi3y0rrwN+HxG/o+S0r1f7T6TksXlNgvAC4FfV411D6aZ9Ycf9Z1Jy8MXwdM7cCfhC9TM3UM3qChxKuTh4JSXXzssBVb67EXgCuKCL161RLP7d+ipJkqRuRMQqwHmZ+YqmYxlNIuJjwNKZeWjTsWj0ciyAJEmSGhcRPwJeCmzZdCwa3WwBkoZBtdbA8wbtfmdm3tREPJIkPZeIWJcyU1ynxzJz02F47OWBS+dy1xuqbthSYyyAJEmSJLWGkyBIkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWoNCyBJkiRJrWEBJEmSJKk1LIAkSZIktUZtBVBEnBIR90bEzfO4PyLimIiYERE3RsSGdcUiSdJg5ilJaqc6W4BOBbadz/3bAWtU//YGvlljLJIkDXYq5ilJap3aCqDMvAJ4YD6H7AicnsXVwDIR8aK64pEkqZN5SpLaaWyDzz0RuKdje2a17y+DD4yIvSlX31hiiSU2WmuttXoSoCRp7q6//vr7MnNC03HUzDwlSSPU/PJUkwVQ1zLzROBEgMmTJ+d1113XcESS1G4R8aemY+gn5ilJ6i/zy1NNzgI3C1ipY3tStU+SpH5gnpKkUajJAmgq8K5qlp1XAQ9m5rO6FUiS1BDzlCSNQrV1gYuIs4DXAStExEzgcGAcQGaeAJwPbA/MAB4B3lNXLJIkDWaekqR2qq0Aysxdn+P+BPat6/klqd898cQTzJw5k0cffbTpUOZp/PjxTJo0iXHjxjUdyrAzT0nS/I3WPDUiJkGQpNFo5syZLLXUUqyyyipERNPhPEtmcv/99zNz5kxWXXXVpsORJPXYaM1TTY4BkqRWe/TRR1l++eX7MqkARATLL798X1/5kyTVZ7TmKQsgSWpQvyaVAf0enySpXv2eBxYkPgsgSZIkSa1hASRJI8ySSy75nMccc8wxvPzlL2f33Xfn3HPPZdq0aT2ITJKk/s9TFkCSNAp94xvf4JJLLuHMM8+0AJIk9Z0m85QFkCSNYEcffTQbb7wx6623HocffjgA73//+7nzzjvZbrvtOOqoo5g6dSoHHXQQ66+/Pn/4wx8ajliS1Cb9mKecBluSRqiLL76Y6dOnc80115CZTJkyhSuuuIITTjiBCy+8kMsuu4wVVliB6dOns8MOO7DTTjs1HbIkqUX6NU9ZAEnSCHXxxRdz8cUXs8EGGwDw8MMPM336dLbYYouGI5MkqX/zlAWQJI1QmcknPvEJ9tlnn6ZDkSTpWfo1T1kASdIItc0223DooYey++67s+SSSzJr1izGjRvHiiuu+IzjllpqKR566KGGotRz2eig05sOYYFdf/S7mg5BUh/r1zzlJAiSNEJtvfXW7Lbbbmy22Wasu+667LTTTnNNILvssgtHH300G2ywgZMgSJJ6pl/zlC1AkjTCPPzww0/f3n///dl///2fdcxdd9319O3NN9/cabAlST3T73nKFiBJkiRJrWEBJEmSJKk1LIAkSZIktYYFkCRJkqTWsACSJEmS1BoWQJIkSZJaw2mwJalPDPeCmN0sUnnhhRey//77M2fOHN773vdy8MEHD2sMkqTRo4k8BcOfq2wBkqSWmjNnDvvuuy8XXHAB06ZN46yzznK9IElSX6kjV1kASVJLXXPNNay++uqsttpqLLroouyyyy78+Mc/bjosSZKeVkeusgCSpJaaNWsWK6200tPbkyZNYtasWQ1GJEnSM9WRqyyAJEmSJLWGBZAktdTEiRO55557nt6eOXMmEydObDAiSZKeqY5cZQEkSS218cYbM336dP74xz/y+OOPc/bZZzNlypSmw5Ik6Wl15CqnwZakPtHtdKDDZezYsRx33HFss802zJkzhz333JN11lmnpzFIkkaOXucpqCdXWQBJUottv/32bL/99k2HIUnSPA13rrILnCRJkqTWsACSJEmS1Bp2gVMrbXTQ6Qv0c030fZUkSdLwsQVIkiRJUmvYAjSMbFWQJEmS+pstQJIkSZJawxYgSeoTdx+57rA+3sqH3fScx+y5556cd955rLjiitx8883D+vySpNFltOQpW4AkqcX22GMPLrzwwqbDkCRprurIUxZAktRiW2yxBcstt1zTYUiSNFd15CkLIEmSJEmtYQEkSZIkqTUsgCRJkiS1Rq0FUERsGxG3R8SMiDh4LvevHBGXRcTvIuLGiNi+zngkSepknpKk9qltGuyIGAMcD2wFzASujYipmTmt47BDgHMy85sRsTZwPrBKXTFJUj/rZjrQ4bbrrrty+eWXc9999zFp0iQ+/elPs9dee/U8jiaYpyRpaEZLnqpzHaBNgBmZeSdARJwN7Ah0JpYEnl/dXhr4c43xSJIGOeuss5oOoUnmKUnqc3XkqTq7wE0E7unYnlnt63QE8I6ImEm5qvahuT1QROwdEddFxHWzZ8+uI1ZJUvuYpySphepsAerGrsCpmfnliNgMOCMiXpGZT3UelJknAicCTJ48ORuIU5LUTuYpSc+w0UGnNx3CArv+6Hc1HUJfqLMFaBawUsf2pGpfp72AcwAy89fAeGCFGmOSpL6S2d/nyv0e30IyT0nSc+j3PLAg8dVZAF0LrBERq0bEosAuwNRBx9wNvAEgIl5OSSz2HZDUCuPHj+f+++/v2+SSmdx///2MHz++6VDqYp6SpPkYrXmqti5wmflkROwHXASMAU7JzFsi4kjgusycCnwUOCkiPkIZaLpH9utvWJKG2aRJk5g5cyb9PGZk/PjxTJo0qekwamGekqT5G615qtYxQJl5PmXQaOe+wzpuTwM2rzMGSUOzoH2b7Vc8dOPGjWPVVVdtOoxWM09J0ryN1jzV9CQIC82TNUmSJEndqnMMkCRJkiT1FQsgSZIkSa0x4rvASSOd3TglSZJ6xxYgSZIkSa1hC5CkvmXrmCRJGm4WQJLUJQsySZJGPrvASZIkSWoNW4AkaQSyNUqSpAVjC5AkSZKk1rAAkiRJktQadoEbxewiI0mSJD2TLUCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtYQEkSZIkqTWcBU494Yx0kiRJ6gcWQJIkScNsQS/89QsvQGo0swucJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWoNCyBJkiRJrWEBJEmSJKk1LIAkSZIktYYFkCRJkqTWsACSJEmS1BoWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtUWsBFBHbRsTtETEjIg6exzFvj4hpEXFLRHy3zngkSepknpKk9hlb1wNHxBjgeGArYCZwbURMzcxpHcesAXwC2Dwz/x4RK9YVjyRJncxTktROdbYAbQLMyMw7M/Nx4Gxgx0HHvA84PjP/DpCZ99YYjyRJncxTktRCdRZAE4F7OrZnVvs6rQmsGRFXRsTVEbHt3B4oIvaOiOsi4rrZs2fXFK4kqWXMU5LUQk1PgjAWWAN4HbArcFJELDP4oMw8MTMnZ+bkCRMm9DZCSVKbmackaZSpswCaBazUsT2p2tdpJjA1M5/IzD8Cd1ASjSRJdTNPSVIL1VkAXQusERGrRsSiwC7A1EHHnEu5qkZErEDpanBnjTFJkjTAPCVJLVRbAZSZTwL7ARcBtwLnZOYtEXFkREypDrsIuD8ipgGXAQdl5v11xSRJ0gDzlCS1U23TYANk5vnA+YP2HdZxO4EDq3+SJPWUeUqS2qfpSRAkSZIkqWcsgCRJkiS1RlcFUERc2s0+SZKaYJ6SJHVrvmOAImI8sDiwQkQsC0R11/N59mJxkiT1lHlKkjRUzzUJwj7AAcCLgev5d2L5B3BcfWFJktQV85QkaUjmWwBl5teBr0fEhzLz2B7FJElSV8xTkqSh6moa7Mw8NiJeDazS+TOZeXpNcUmS1DXzlCSpW10VQBFxBvBS4AZgTrU7AROLJKlx5ilJUre6XQh1MrB2tSCcJEn9xjwlSepKt+sA3Qy8sM5AJElaCOYpSVJXum0BWgGYFhHXAI8N7MzMKbVEJUnS0JinJEld6bYAOqLOICRJWkhHNB2AJGlk6HYWuF9ExEuANTLzZxGxODCm3tAkSeqOeUqS1K2uxgBFxPuAHwDfqnZNBM6tKSZJkobEPCVJ6la3kyDsC2xOWVmbzJwOrFhXUJIkDZF5SpLUlW4LoMcy8/GBjYgYS1lfQZKkfmCekiR1pdsC6BcR8UlgsYjYCvg+8JP6wpIkaUjMU5KkrnRbAB0MzAZuAvYBzgcOqSsoSZKGyDwlSepKt9NgLwackpknAUTEmGrfI3UFJknSEJinJEld6bYF6FJKIhmwGPCz4Q9HkqQFYp6SJHWl2wJofGY+PLBR3V68npAkSRoy85QkqSvdFkD/jIgNBzYiYiPgX/WEJEnSkJmnJEld6XYM0P7A9yPiz0AALwR2ri0qSZKGxjwlSerKcxZA1UDS1wBrAS+rdt+emU/UGZgkSd0wT0mShuI5u8Bl5hxg18x8IjNvrv6ZVCRJfcE8JUkaim67wF0ZEccB3wP+ObAzM39bS1SSJA2NeUqS1JVuC6D1q/+P7NiXwJbDGo0kSQtm/ep/85Qkab66KoAy8/V1ByJJ0oIyT0mSutXVNNgR8YKI+HZEXFBtrx0Re9UbmiRJ3TFPSZK61e06QKcCFwEvrrbvAA6oIR5JkhbEqZinJEld6LYAWiEzzwGeAsjMJ4E5tUUlSdLQmKckSV3ptgD6Z0QsTxlQSkS8CniwtqgkSRoa85QkqSvdzgJ3IDAVWC0irgQmADvVFpUkSUNjnpIkdaXbAmga8CPgEeAh4FxK/2pJkvqBeUqS1JVuu8CdDqwF/DdwLLAmcEZdQUmSNETmKUlSV7ptAXpFZq7dsX1ZREyrIyBJkhaAeUqS1JVuW4B+Ww0oBSAiNgWuqyckSZKGzDwlSepKty1AGwFXRcTd1fbKwO0RcROQmbleLdFJktQd85QkqSvdFkDb1hqFJEkLxzwlSepKVwVQZv6p7kAkSVpQ5ilJUre6HQO0QCJi24i4PSJmRMTB8znurRGRETG5zngkSepknpKk9qmtAIqIMcDxwHbA2sCuEbH2XI5bCtgf+E1dsUiSNJh5SpLaqc4WoE2AGZl5Z2Y+DpwN7DiX4z4DfAF4tMZYJEkazDwlSS1UZwE0EbinY3tmte9pEbEhsFJm/nR+DxQRe0fEdRFx3ezZs4c/UklSG5mnJKmFah0DND8RsQjwFeCjz3VsZp6YmZMzc/KECRPqD06S1HrmKUkaneosgGYBK3VsT6r2DVgKeAVweUTcBbwKmOoAU0lSj5inJKmF6iyArgXWiIhVI2JRYBdg6sCdmflgZq6Qmatk5irA1cCUzHTlbklSL5inJKmFaiuAMvNJYD/gIuBW4JzMvCUijoyIKXU9ryRJ3TBPSVI7dbUQ6oLKzPOB8wftO2wex76uzlgkSRrMPCVJ7dPYJAiSJEmS1GsWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWqNsU0HIEmSpP5y95HrNh3CAlv5sJuaDkF9zgJIfW1hvoD9ApQkSdJgdoGTJEmS1BoWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa3hLHB6lgWdec1Z1yRJktTvbAGSJEmS1BoWQJIkSZJawy5wktQiLi4sSWo7CyBJqpnj6iRJ6h8WQJJGHVs5JEnSvDgGSJIkSVJrWABJkiRJag27wEkjlN28JEmShs4WIEmSJEmtYQEkSZIkqTVa2wXOaWklSZKk9mltASRpeHlRQZIkjQS1doGLiG0j4vaImBERB8/l/gMjYlpE3BgRl0bES+qMR5KkTuYpSWqf2gqgiBgDHA9sB6wN7BoRaw867HfA5MxcD/gB8MW64pEkqZN5SpLaqc4WoE2AGZl5Z2Y+DpwN7Nh5QGZelpmPVJtXA5NqjEeSpE7mKUlqoTrHAE0E7unYnglsOp/j9wIuqDEeSZI6macktcrCrCHYtOEcM9wXkyBExDuAycBr53H/3sDeACuvvHIPI5MkyTwlSaNJnV3gZgErdWxPqvY9Q0S8EfgUMCUzH5vbA2XmiZk5OTMnT5gwoZZgJUmtY56SpBaqswC6FlgjIlaNiEWBXYCpnQdExAbAtyhJ5d4aY5EkaTDzlCS1UG0FUGY+CewHXATcCpyTmbdExJERMaU67GhgSeD7EXFDREydx8NJkjSszFOS1E61jgHKzPOB8wftO6zj9hvrfH5JkubHPCVJ7VPrQqiSJEmS1E8sgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa9Q6Dba6c/eR6y7wz6582E3DGIkkSZI0utkCJEmSJKk1bAGShmBBW+tsqZMkSeoPtgBJkiRJag0LIEmSJEmtYQEkSZIkqTUsgCRJkiS1hgWQJEmSpNawAJIkSZLUGhZAkiRJklrDAkiSJElSa1gASZIkSWoNCyBJkiRJrWEBJEmSJKk1LIAkSZIktYYFkCRJkqTWsACSJEmS1BoWQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNcY2HYAkSRqZ7j5y3aZDWCgrH3ZT0yFIaoAtQJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1rAAkiRJktQaFkCSJEmSWsMCSJIkSVJrWABJkiRJag0LIEmSJEmtUWsBFBHbRsTtETEjIg6ey/3Pi4jvVff/JiJWqTMeSZI6mackqX1qK4AiYgxwPLAdsDawa0SsPeiwvYC/Z+bqwFeBL9QVjyRJncxTktROdbYAbQLMyMw7M/Nx4Gxgx0HH7AicVt3+AfCGiIgaY5IkaYB5SpJaKDKzngeO2AnYNjPfW22/E9g0M/frOObm6piZ1fYfqmPuG/RYewN7V5svA24fhhBXAO57zqN6o59igf6Kp59igf6Kp59igf6Kp59igf6KZ7hieUlmThiGx2nMCMhTI0E/vbc1vPzbjk5t+rvOM0+N7XUkCyIzTwROHM7HjIjrMnPycD7mguqnWKC/4umnWKC/4umnWKC/4umnWKC/4umnWEaTOvLUSOD7afTybzs6+Xct6uwCNwtYqWN7UrVvrsdExFhgaeD+GmOSJGmAeUqSWqjOAuhaYI2IWDUiFgV2AaYOOmYq8O7q9k7Az7OuPnmSJD2TeUqSWqi2LnCZ+WRE7AdcBIwBTsnMWyLiSOC6zJwKfBs4IyJmAA9Qkk+v9FNXhX6KBfornn6KBfornn6KBfornn6KBfornn6KpVEjIE+NBL6fRi//tqOTf1dqnARBkiRJkvpNrQuhSpIkSVI/sQCSJEmS1BqtKoAiYs2mY5CkfuYin5Kk0a41BVBEvB34WtNxdMuTkJHPv2H/8G/x3CJiW4CBGc78nUmSRqvWFEDAR4DPA0RE37/ukTDNakQ8r6bHXaT6/20R8cY6nqMXOk4k1+71c8/tPR4RY3odx7zU/RnsPHmPiOjHk/qI2CAilm06DoCIWAv4aEScHBGbQnn/joTvSvUX3zOjR0QsUleeV//oOOca13QsvdSKL6qI+BTwAuCRiFgxM59qOqZ5qU6KvhkRR0TE/hHxyqZj6tTxQVkFOCgiXjHMjx+Z+VRELAbsD9wwsH84n6duEbFORLw0IvYBtq/29fI1DJzwfzYivgiQmXMaiONZOv7GS0XE56v30rA/TfVcnwQOHtjZ9IWFiBgbEW+OiGWAE4B15nJME3+fPwIHALcCh0TE5yJi4sB3ZdPvGfWngfdFRIyJiPUj4kX9nF81ZFOAAwdOjP0eGH0iYpEqHy8JfD4ivhcRW0bE0k3HVrdRXwBFxIuAnYGfAvsA746ITSJiiWYje7aIeCfwOeAfwBLAqsDHIuJd1ZWYxr98OpLb/sBewCciYu+IWG2YHn/gBHVPygrsK1Yf0L5vERtQFYkrUE5wjwJ+C89oEar1KktEjKmu3k8AlgPeGxF/ioh3DcTRJ1dptwe2Bb4ZER+LiMWH40E7CqxVgXcAp1X7942IHYbjORbCWGBz4M/AmMz8FTzzxKKJ93pmPpaZtwDfpLxnxwPfiogPRMS4kfT5UyO+DHwFuC0ivhwRKzUdkBbMoPOMWcDLKOdQjV9A0vDrOKf7MvA8ykXnTwJHRsRGETG+qdjq1g8nQXX7GDA1Mz8EnAm8BHgfsHNErBURtS0GOxTVl86HgcMy8+OZeRDlZOQaYDtg1aa/fDpafz4ITATeRllJfT3gkxGxQ9Vys1CPX1kGWBnYFVh1JDXNVl8ovwKmAzOA/SLi4x1fJPtGxAo1Pv+c6uZ3gN8BrwD2A46KiMsiYp2mrtIOFLMR8eoqpi8C5wCrURabXOgCpeNzsg2l+LkvIj4LvBk4JiLetrDPsSCqwuzR6rN9MvBkRFwRETtUv5NtqzgbUV0UWiMzrwY+CpwEbAGcGRGLNhWX+lNEbAF8ICI2BzbOzC0pJ8vLAj+svvMWOB+oGR0X6rYCbge+BHwkIo6pWq41Sgw655oB/Fdmfg54F/AYJQe8pYnYemFUL4Rada1ZLDNvHbR/Z2Br4FHgomq170ZFWXl8w8x81glgRJwNPJCZH+x9ZM+KJYBTge9l5vnVvi0oV/+uBX6UmRcv4GOPycw5EbEHcB+wIfBaYDYwFbg8M/+80C+iRtVJ7kACGXg9WwK7AStSvlTIzFpPwiPihZTC4m2Z+bdq38bAMVUcB2fm9+uM4Tni+xowPTOPr5reX05p/XwIuDgzv7kQjx0dRdYPgHuBkzPzuIj4MLBUZh618K9igeM7Abg6M0+NiPdRLtJcD6wOfCEzf9j5Pqo5loH36AGUQnllSgv0VzLzqqoVcaXM/G3dsWhkiYg9Kd/RjwGrAO/PzNnVfVtQxtzumZm3NRakFkhErAecBzxA+V5+AvgE8GPgq5n5zwbD0zCLiMOAycCSwH6ZOa3avxnw58z8U5Px1WW0twC9EbghIt7RuTMzvwf8F/BXqhPSJkUZZLgScE9EvCUiVh50yNeAMU23gnSclP0G+K/qBJPMvAK4G/gXpbVjwgI89jLVidibKc2vO1DGsVxKOSn+JKUY6msdxc97ga9ExFsy8+eU1o7TgHuAj1fH1Pb5y8y/Uv5OH+/Y/VdK8/bhlIKjSb8BdouI1TLz4cy8FriZMgZlo4hYfkEfuKNwuAFYC/hgVfysRem2+d2FC33oBrqVRJkQ41/ARVWsJ1EKj0uAQzLzh9X+nlyZqj5zSwPvBo4E/o/yuTstIr5ThWLxo2fJzFOA44GZwNKUSTTeEBHPy8wrMvPVmXlbP3Td1pDdCnwBeJDScr4s5e/8cUb/eWMrdPTo2QF4O6XHyLXAFyLikxGxXGb+erQWPzDKW4AAqhOp04AXUa5QXdtwSM9SFUBLAm+ldCd7gHKC+KvMfDAijgUez8yPNhTfs65GR8TBwFKUySX+BayWmf8REb8Fts7M+4bw+KsAlwHfoPydTqwS5+uAjSi/mycpV6X/tfCvqB4dLQ/vpgwoP5kyAP8u4H2dV0LruMJfdS97qmP7BZT3/ppVLDsAp1D6de+fmdsO5/MPVdXquQEl2f4G+GJmvjQirgAOzMzrhvh4nS2IG1K64/wqMz9T3X8EMDYzDxnGlzEkEfEVynvjyMw8Yh7H9KT1p+P53kn5HE8FzsjMTSPio8DewEcGWnqlwSJi88y8MiLWpZxELU35vvtFZl7faHAako78tQHl73g7sDzwSuCKzLwnIl5YXVzTKBERh1B6Y3wvIpaj5M5dKO+B3TLziUYDrNGoL4AGRMT6lO4w11MKob83G1EREasDhwD/k5k/i4h1KFdcXgzcQumm90HgNU2f/EfELpQB3GdRrga9ktL1YVHgfyitHEtk5oEL8NhbAu+htNodU/VDpbo6vT0wox+L17mJiGMoXQSvrLY/Q+k+cEpm7l3Tcw4kr6WAw4B/Andk5ner7iiTgWmUloZrgQOqlrueiH/PNLM1ZfzYNEpXq2Upk5P8Dfgh5UT8w5k5pOnPO17/YsAVlHF+R1C6TX6tamm6c/he0dBj69jeGjiR0s3zfZn5uwZierpYrlqWlwB2BF6ZmQdWLZhLZObXex2b+lvHZ3kLykQvl1C6mN4UEdsBOwFnZebPGg1UQ1a1ChwOLE65gLQUpQfGeOA9mTmrwfA0zKrP8GmU8+KPZeZd1f5JwJKjvftqawogeLobys7A6cAemdnzrjCDVQXPVpQvm9nAqZl5Z9X6sTXlqv03MvOEhuIbSHY7AP9NuUr8FuBy4NisxldVVw6OovQfnTOvx3uO53oe8E7gQOA24IjMvHHhX0XvRMRbKPH/Bvh6Zt5d7Z9AGeN1UU2tPwMFwFcoLT4XUMaULEfp8vWzqnVkTeC1Vdernuh4D02idGm8GXgcuAm4MjN/UR23FOViwCmZefsCPtcUSpeyk4GfZOam1f6TKONrZiz0C1pAEfEaysWCmZl5e0R8iDJ27tTMfF9DMR0EfDszH6i6CH4JuIoyIcubRspFB/VGx2d5WUqXmYExmSsBVwPHUrpNPtRUjBq6zpzUcUEkKS0BrwY2pbQGX9BclBoOHecKi1J61qxJ6amyLOVc4eJ+aSCoW6sKoAHVifZSQ+mmVVMcA2/ENYFPUa7S30Q5eT6VMj5pk8y8vLEgKxHxDeB/q1aqJSlX13egXLU/pHodw3JiXxVTH6TMMncdpSvOU73sFrSgqpP8KcCWlBOCXwO3Zeb9NT7nwPtoFcoYlyOqYmcdyntqe8qg+692Hl9XPPOJ81Dg7sw8LcrgyjdRpgv/I3BcZj4UEcsP9XcVEROBf1Un8StQPjtrUIrxS6JM//3ezNxiWF9Qd7ENnDAeDmxGKfxmAvdn5qFRZlWaXH2uej3xwVsos729PjMfr+57M6Vo/nNmXlh3LBqZIuKrlO/kj1YXdzYGPgP8CfhWdaHnGV1y1Z86vg8GZgt9LfB9SjfGS6tW9RUy855GA9Wwqro+b0K5AHd9dfHwg8DDlJ4Jo74IamUB1C86Tlx/DPwC+DllOuBtKeNefgp8t+kT/4j4f5TkdhfwmYGuRFFmilkjy6xVYxa05Wc+z7sO8MZ+74bT8XecSFm76RbKTGsfoHQh+D3lKvuwz5wz6Mrd14EPUbqQHVftez5lsc3pTRb8UdYF+SlwXWbu2bH/bcDSmXnyAj7u8yhXnW+hdHf7fUTsRLmidSOlO9z+wAeyTO/cc1HGYl2ZmatHWevo5ZQWll/1siVuLnFdAXwqM38ZEYtl5r8iYtGBYkjqFBFLDHyHRZkBbp3sGJcaEZ/j3+M1D2w6b2loIuIySu+YGyhLCGxGyVuNz5Kr4dNxvrI15QLpRMq53amUSS/+IzN/1FyEveNsHg2q3oRLA0H5ormB0sVsKmVszVJNJZGI2Ly6QgDlRPKM6vY7ImJKlBlCbsxq1ipg2K/0ZeYtI6D4GVjX5vWULiG7UE7GZ2TmAcBPKFdK65o2dO+quCAz96eMo/p0RFwSEatk5j+yzOTSaGsnZUzSl4BVIuKsiNgeIMtU3N+GBZsVLzMfo3T3Wwt4f0TsTll49t2UdQ1WBT7aVPFTWRS4PSImZuYjWQaHnwZsHT1ebbvqBjzgJsq6aOS/xxd+vyogpadV79O3RzEeuBDYJCJOjYjXVK0Eb6GMCXoZZayo+tjAd0GURdZXoxSuZ2fm7zLz85RWoN1jmBaoVn8YOKfMslzJiZQxfAMTJe3WluIHLID6wcOU6vtHEbFpZj6ZmedRuso0tk4LZYD6hRGxG7AH5eT+s5T1ALYCDoiOxTzberWvo4vHIZTBo9OAC6ouBZMps+cMtMbUMR3s7Cyz8xxZvX9Oy8zlKVfxpkdZb6cRETGm+n8pYExmng7sDvwS2DMivlu1jgDP+F0OSfWF/VHKosHbUiZVmAR8PjMPzzINeWOqriO/B74aZSIRgHUpMzs+2Ks4qiJ9045dFwDvioj9I2KNKOP8JmTmD3oVk0aM5SnjMlcH9gXGUi4yXEPJDWcD36JcQZ6Ymb9qKE51b+DC2VNVr447gEOrYgjKxbs1gGHt2aFmRcT2EfHTiFg1M+/LzHOBb1JmfftHs9H1ll3gGtAxLmBsZj5Z7TuAMnj7JcAjwB9yAWZTG05RVobfkjIWZxxwQmb+IsoEDWtm5okNhtc3oky1fjBl4b8LgLdn5l0RcQqlW9bpNT//OODLwNqUySlOycw/R8RLKBMv/KjX4346mtnHA9+jXGG6Dfh4Zt4RZVbGbYCjF7Tw6fgcdXbNmUAp2NejDNA+NjNnLvwrWjAR8VLKYOIVKCePr63+3USZdedPvRorEWWGruuB11Om2v8FZaKVV1MK04uBczLzkrpj0cgxqJvtpsBHgD8Av6MUQPdQZg17gvI9dEU2uMiyuhNlEebjgL2zjMtcjZLHZlO6cE8Efp6ZX2owTA2DKBPc/C0z/15ddDwU+H/A1Mw8rMqb5wDbtKkLtAVQj3WcGD6PsvDgCylX0B6idCPbAPhTZl7aUHxjKQMe/xoRH6M0j/4f5URpO8pJ5dczc3p1fCMD6vtNlKmv30GZwvuIKDN+HQdsNFDkDvPzPZ/SevgCyjiO/aoWpwMoV3J+SpmadqDAbmrig4OBVTLz/VFmqHszZRr1L2U1yHJBCoCO4mdpytWrv1M+Qxdn5s+jrEsyJTOPGs7X02VsA5/x9wJ7Uq6K30G5unY85WTxvsz8R6+Kn0HxfY5S9PycMonJDMoFjn/V8V7VyBYR4zLziSiDpMdQvnPWr27fRWlt/jmlAFovXTh3xIh/r5O4IqVF725Krl+RMlGLrcGjQER8nNJtdQxwQ5U7JwMHUS6I3QZ8PzOPbTDMnrMA6rGOk6MvU822ROkO83vgPMog8caanKurQO+ltCasmJmvrvY/n9I69XbKlYTjmoqxHww+ca26ex1CmbHuUkphe1pmnhn1TBAxBXgN5e90Z2Z+qOO+nSgD/z+czawxMzCr0DjK7FArZeb3qvteCpxE6bq380I8x8Dn6FTKGLWBKdSvoiz0+qMsY+oaUV3gOJ/SHe8pyliktwEXVl0OGlW1Dv4X8FJKnN/PzL80G5X6TURMyMzZUWb+vIlS6NxHudiwGOX9c2tmfrrBMLWQqhb5H1IWJD8wM1vVFWo06zz/iIjLKdNdHz6Qh6q/PU3my6aMbTqANuk4aXshsFZm/ke1fxXKjGFHU04Oz5j3o9RuJuWE6P3ArRGxM3BudbX6z5QWoYEFPlvZ+lO97qeiLGL7VUp3kD9TrqR9m7KS8u+qsR/UUdBm5tQos/O9BrijauL+a2b+H2WMzdSmmrI7Xu8ZlEJwxYh4EfDDzPwDsGWU6Z8XqPWneo6sTuKXyMyvRMRFlAVglwA+STlJu2GhX8yCezewDHBX1apyZ/W53yMiLq/+Tj3RUZBuSel2eCtlVrp9I+LVlPW7HqK0REvA02MWz4mIGcB04LOZ+e2IeCWlBXFFyhT2Z1fHD/uFHvVGZt5Q5bNdgPsiYs/M/J+m49LCqS5Cfisi/pcyNvl1USYKOioi3gMc1sbCZ4AtQA2oiorPUvrcH5WZf672vxa4Jxtasb4jvsWBt1L6Ar+72n18dfvC/PfMb60WEQODfn9DGb+1EqUF4oJeXE2vTqhXozRhvxH4X8oMaOcDr8xqVede6jjZXp9S0O9DWWtgA0pxciPlRHvOwnb9ijKo/0lK8fmlzPzPav/FNLhqedUa+FbKWln3Uj7jl1RjcA7MzK16GMvARZdFKO+Nyygnrg9U2+dVV/hds0XPUp0Uf4CyttlNmfmWjvveSJmptDWzRrVB9Mk6iVo41QWMRShLLmxLmZ32jIFeIRHxacrkQR/OzFMaC7RBFkA91HEy8hLK/OtvpMyw8ktKl53GBp91jKlYjDL4cWxm3ladZO9MWfR0kcx8Q1Mx9oOOv+HSlBODUzLz3qrr4EaUK+xXZmYtV9M7CozJlIH161DGwLyS0u3tn5Q1fz7f5EltRJxE6Zr3uSqhvoxy1fgVwMGZ+fACPu7A69+NMtXuAZTxK1dSBmUDkB1rDTUlIlamvB/eQRk3cRfwwcy8c2BcRQ9iGHi/7gWsmpmHVO/dt1AK07GUK/t/qjsWjVwRsQXwOcqSDV/KzP+t9g+8v1rZG0DqV52fyYj4NiVfPh/4BnBSZv4tytqFj2aNC7X3MwugHosyJfBqWRZsnAi8iXIicj/wiaYGIXcksjMoXXdeRZlR7P0DH44oa/88YFcHiIjPA9tTBrfvWg0SXoRygn9HZj463CcFg67m/4bSKncwZSa1gbV0Fs/MRzqPH67n7zZGyiQMP6SMe/nMQDFYjSNbOsu03QsVW0T8BtgzM2+JiLdQJlfYiNId5ytZ37pL84pn4ALCppQLBpOAHwB3UgaHvwdYGfg1ZTbFh3oY2+KU7pkbArtk5rXV/tWB19RVrGt0qVo2d6WMc4TyPv+bLYdS/+k4X/gAsEVm7hoRm1EmPtiA0kPjREpvjFYWAhZAPdBx1fpAyhX7lSh97r+Umb+OiI2BcZl5VUPxDZy8rUm5MvDagb6jlK4P383MD7e9m0zHF8r7KcXPIcAXgRdRipCe9JmOiEMoV+5Pp0wx/SrKzGJvAn7c65P/eYmyrsxngb9SuoH9cpgedzPg05Qr0q+nTHn9Y0rhflwvWlbmE9vvga9R3hMvpKzndTilK8KmlFnhTszMy3sY06KUhWLfR+kyeS3l92QXFw1ZRCwH7AV8rcnPmqTnFhFfBR7OzEM79v0QWDwzt2susua5EGoPVMXPspRZqg6njBt5HDgtyixWf2yq+KniGyhq3gzMjIgVM/OJqhvRFsCmEbFam4sfeHrg/fMoC8GemJk3Zua2lJPxIyLirB6FchNlLM2RwJer1rj/oFzdb7z4qa4Uk5nnZeb6lJmjzouIjYbj8TPz15RxTl+iLCb6ZuBvwNuaOCGrWr2IiG2AGZn5ncz8b8q6UGtSuvw9RBl/s38vip/49yK0S1Jm4bsxy0yBR1MWtTw3IlrdnVULJjMfyMyjO1q9JfWvM4GXRsSGUaY9h7KExtcbjKkv2AJUs45Wg3cCEygnbqdl5qYR8RHKVdkDM/PChuNbjHIivxFwEWUq59s7x2q0vQUIoGqtOxR4MeUE/Af577V21qrGTQ3776nj77Qh8C/KhAfLUloUHwN+Bnwyyxo4ffF3imdOv/n8HMapVatCdNHMfKg6CbsGODQzLxiu5xhiPAOL0f4HpQXo7CyTC2wBfDQzd+xhLJ2/9wso4zZeSVmE9vSqOHo7Zc2kVvb9lqTRqKNHzyLAMtWwhYMpY3D/RFnO5HmZuU2jgfYBC6Caxb8XkVuU0k1pCmWGro9WXamel5mNVuLVFeztgAsoC9ztU931a+DXmXlHQ6H1nep39QLKLF8vp1xJuTTLLF+1jrmpuiieURXPqwIfogxm/xVlCuyP1fXcC6r6fS3ScUI+kRLrsIwhi7Jw7ybA67PZRU+DUhTvDKxO6eL6ICXpnJyZ50bvJj74T8rU7OsCO2fmlCgz0B1LGWt4YGZeWXcckqRmVOOUX0zJR++mTICwGmWJiDuyoVlS+4kFUE2qpsaDq82/A9/MzL9HxNrAVyjFxb7AttnwytlR1nU4hNKN6FTgesqJ9XsoM0Rd3Vx0/aM6sZxMWbT2KsoigP+PUggdmJn31vCcLwImZ+ZPqu2Lque6pdp+AWUmwfsHJkjoZetPRDwvMx+rWsZmZTWl+6BjBq5ITQI+Q5m8YFgnh6CjyOq1iFiJsubRlzPzJxGxCWXR080oLVPHZuYfexTLcpSuDf+s/s3OzM933H8o8C5gzbYOfJWk0agj125PmRV2R8rC4K/OzNsjYmw2NNFWP7IAqklEnAIsSpmad2VKK8HU6r71KCfSd2Tmr5qLsqjGCaxNGUy/EXAbcApl4FzjY0qa1HGFfxfKGK6LKAtHTsrMB6vf3SqZeXMdLUARsS3wX8DtlCv4r6I0Y99KmdZyG8okFT8fzuftMralKZMQ/InSz/iDA+NbOn5vTxdkEfEd4NTM/EWvY61T9Xt4KyXZPAj8d9UVcgqlQF4KOD4zb+5RPGMpE2K8lTIRwzHA77Oa6rpfukhKkoZfRBwPTKVMfrN2Zu5TjVHdA3h3NrjkSj8Z23QAo1FEvAZYKzNfXW1vBxxQtbRMolTk0ylrlzQV48AJ6ourq/bXRMRdlJPZg4HXUj4srS6AOgqad1DWnHkD8O2q+PlP4MmB1pmarqhfSplFbTNK4fVSSrF6DGVBy0spg+ub8BiwCnACpfXwtwPdvAZ+Fx3Fz2so/ZFHRfHTWexW74XTKZM9vA04JSJ+BXyKMg32xr0ofjrG/jyf0vJ0OaUV923AuhFxDXBtZv5f3bFIknpn0AXYMynnKm+hnMtBOYe50eLn35zBpR4vAV4VZX0SKCcjG1D6Y/6W0ifzH012QamKn9Uos76dXJ243puZP6YUZmdl5l+biq9fRMSYajDhZcBrKNO/frK6+z2UAqCu545qzMh/ArMpXZt+Tuk+eWNmviPLjGMDawP1TBXbo5n5Ncrg/9sp3Sd3j4ixEfG2iDiu40cOo6xIPSoMfHYj4oiIeGHVreBuyroKN1DeF+My8+bs0To7HV0Ajwfempl/z8yvUP4+S1PG9j2vF7FIknqjatXPiFi86jWyM7A1JSe9PiK+QVkI+3ONBtpn7AJXk2oM0GmUAfNPUtZBOa/ZqJ6tGkPyJcrsVZ+lzCZ2LmWBxFl1D+zvV4O7cFWtPZ8Dflr9/2bgfZm5ac3P/xLKrIGvq/avTOmmuBfwu+yY27+XOuJ7P6UYuyoidqri+itlAP4XMvP7EbEKZazbCU3EOtw63hMbAcdR1h86GTgmy4Qnp1K6JV7c6z7XVTeHI7NMlBHwjGLtpZn5h17FIknqnYj4LiUfXQfsQFmM/FTK7MN/y8wbGwuuD1kA1awa7/O/lMUH35+ZDzYcz8CirKtQxgc8AkyjdKv6JqXLzrWZeYxjBSAiPkZpKf0yZfzNZyizqDwMnJKZv+roelTH838YeC/wnwMnrxExntLC8EBm3tvrIrWjANicaurnrKZTrsafvJbSwnltr2Lqlc6uo5TiZ2dKP+uTKe+LGcAbMvMVDcX3JmC7zPxgx751Ke+hA+t6n0qSeq8jJy1GWWfyU9U53isp3/tvoqyRN+ry8cJyDFDNMvPGiFgD2AWYHRHvzsxeLZj5DNUHZU71QfkW5cT+HiCBb2Tm5vHM9VpaWR13nOCvQSkMNwY2pQxk3zIiFsvMfw0cX2PxsxjlpPqPwFERcR7ww+q5b+t4/p7+nTqK4j0pM5zdHxHjM/NRyoD/2zNzZvUantEKMdJ1vI7PAFfmvxeD/DllQoivU2Z5pM7CeLCOIvgm4KCI+ABwfpaJDw4GbrD4kaTRpSMn7Ui5qL1zRJyXmb+vLqD+GnigsQD7mC1APRRl8calMvO+huP4AmX9oQMiYi3KTFVbUrp0tXrSg04RcRXlyv4syqKje1DWVzm1l1dTImIZykD2DYCngB9n5iW9ev65xDMw3ugwYAXg4KwWzI2IL1FmNzyxqfjqFmWq6e9RWoBWo7QMXgMsD3yll5/vzq6awGKUixZbUdZGWr86bFxmbt2rmCRJ9eu4WLsz8AngL5Txwj8HrgZm9LIL9khjC1APZeZjlJmzmnYvMAYgM28DbqsGzm1D6a7XehHxUuDRzDyl2l6aMp5ra2C/iPhSZt5Uw/MOdFHcGVgJ2BD4emaeVBWruwPjhvt5u4wtshiY2e1Mykxn20XEPyjv7R2B9ZqIr1eyrKz9DeB9wOOUbgZPURJOr8c5BaXo+S9gDUoL3PeB7wJnAUsCLmQsSaNMR2+M11AWvb49It5BuaC9MWXZjqlNxdfvnAWuZaorxZcCb4uIj1Un+gAvo3S1UvE3YFxEfL3q8vYgcAnwEKVb2pbD/YQdXRSXpSxMezWwJvC9iDgLeCQzD83M84f7ubvRMZj+kIj4fGZOB74NbEFZ1Hcv4KDM/FdEjGkixh6aCrwd2D0zH6BMJPKTzLy7VzPyVe+XgckYdqF0dXs1MDPLQrmzM/PqKj5J0igTETsAH6BcfCQz/4eSC2bTHxfc+5Zd4Fqgo1Xh1ZSpEM+MiNcCb6ScxN0G3JWZ+7d11jd41jz6RMRKwMcpxeGvKfPqf5bS1el1mfnemuI4mvLldTFlPMlOlNnnXglslJm31vG83YqIyZTCZxzwgazW9ukYB9Qa1RinVSjdI4/KzMd79Rnq6P62N/APSsvuBzNzp4hYlTJO6YMdY/okSaNIRCxKyT8fpqwveURm/r7RoEYIC6AWiYjfAx/PzAur7RUoXeHGAX/NzCfbOvNbx8nk8pTFw54Afg88CrwI2J7ScvYLSsvMbjmMi1t2njRHxGsy85cRcSJwa2Z+NSIOBB7MzG8P13MuYJyLZrWQWkS8k7Ig6/XAvlXzeysL6KgWgO3V52dgIo6qGN2WMhPd5sCUzLwpIr4MjM/MfeuORZLUrGps6gcp44Wvp3TRfqqN+bhbFkAtERFvBvbKzDd1nqRFxPrALVkW3Gy9iPgRZSatKZRucBdTxlTMqlrRtgRWr2uQf/X4LwN+BzyfMgbo18AZwFZNFhkR8TJKv+LfVN3fBsZKXQr8KjPf0euY2igilgT2o6wv9mbgQ5RZCt8EXAEsRymKtsiGp92XJPVORKwDvDEzv950LP3OSRDa40/AwxHxosz8C5SWBsqV+12aDa0/RFnXZvHMPKwqRH4GvJXSt/Zw4LLM/HlEXDbMzzvQ+vRO4AhKsXMMZYzeQKFzYlX89LSFrmolfFlmXkmZ8extwNrV7+C3lPFQ5wKfro7v2dTPbZWZD0fEDyiL2z2fMqPjCRHxV2BC9W93ix9Japdq/OctTccxEjgJwig2sAZLlMUpb6B06zosIjaIiDcAR1JOXjunNm6zFYEvRsR/UsZEHU2Z5eyflBYZYPjXtOl4vCWAd2XmEcB/Aj+gnOAukZmfHc7nHII3AB+KiI8Av6TMePYg8E7KNNg/p8yW9/eBSRwairNVMnMG8DXgKOAr1Yx8v6B02xwznN0zJUkabewCN0p1THywPnBYZr6l6jrzWWB1YCbwl8z8dJNxNm0uEx8EZXKIwykDCz9KmVXrqDpaXzr+Tq+njDP6F2XB1b9V928GLJuZ5zfR9S0iVqSsE7U9sDhwNmVChtWBl1O6Yf20asFq5fifplWtdPsB76aMWTswMy9oNipJkvqXBdAoFxHnA1Mz84SOfct2XLHPtk58MKBqIXsDZcHT6cAcSuvG64FHgO2q6YaH9QS/4/f/QsrYjRsp67acT5loYVpWC4w2If69yNpngZcAywD3UFoST83M33Uca/HTsGr69NWzh4v0SpI0ElkAjWLVVLgnZuZW1fbAzFFvpyyQ9VDLC5+BAuRrwEbAC4HzKIvBTqO0xozPsvDlsI9t6Xj+A4F/ZObJEfFGSve3cZRui6dl5j+H83mHGONLKGOfVouIcZTf00cpi7R+JzO/1VRskiRJC8JxH6PbPcBiEfFf1cn2vyJiTeBQYE6bix8oY2+qtX7WzszXUGY4e4hygv8RYMWsFpGsY2xL9fwTKWsNbVft+xmlO9M1wKJNFj+VRYC7ImLtzHwiM6+mLPr5J0pL1dNjzSRJI1dEnBoROzUdh9QLFkCjzMBkBhGxMmXWro8ALwVOiIj9gK9Srtw/HBFjmou0b7wZWC4iXpqZ/5eZh1EWkFyF0gpTq8ycBewGTIiIqyLirVmcTJkJrtEJKjLzj5TWwkMj4r0R8TxgK+D/MvOe6hibkSWpZaru49KIZBe4UaRjzMZE4CzgYWBVyrTKs4BtgLMzc2qDYfaNiFiM0t3sbZSZ3i4CfpiZjzQQyxhgV2BvIIC3A39rspWuWvdnLLAspcvbqyjvoRuBD2Xm39o+fkyS+llELAGcA0yiLHz+Gcpac28CFgOuAvapeiScCpyXmT+IiMPmcczllO7Z/w/4CWWyoDWzLAT9fMpMlGu6tqD6nQXQKBQRJ1OmxL0NOIUy49viwHHAjzLzSQet/1tELEMpgjYAngJ+kpkXNRTLcsBewNeaSCAds9J9gFIcJmVNgX9Rpl0eA/wzMx+y+JGk/hYRbwW2zcz3VdtLU6bKf6DaPgM4JzN/MqgAWm4ex1xOmaDng9V93wF+nJnnRsTelHXjPtrr1ykNlV3gRpmIeAFl7ZgfAV8E3p6Z2wFLU8a6PAnt7bbU0UVwl4j4WER8l/KFfRKly9nfKSf5jcjMBzLz6OpqWs8/n1XxsxRwMLA78B7Ke2lF4LWZ+dfMfKg61uJHkvrbTcBWEfGFiHhNlgWSXx8Rv4mIm4AtgXXm8nPzO+Z7HbdPpuQJqv+/M/wvQRp+FkCjTLV+zB6UFp9/AEtXJ9J/Br4N7V70tOoiuCxlgdOrgTWB70XEWcAjmXloZp7faJCVBguMFSiTMNyfmX/OzF8CFwNvqbo4SJJGgMy8A9iQUgh9tura9g1gp8xcFzgJGN/5MxEx/jmOeXpynsy8ElglIl6HizBrBGntifBolpmPZOa9lFm6PgP8BrglM2dWXd/afuX+k8DplDFS/6Akh1WB2yLi5U0G1pSOlrHVgVdS1vo5q1qgFcpYoPGZ+Y+GQpQkDVFEvJhyce9/gKMp+Q7gvmpx9LnN+ja+i2M6nQ58F1t/NII4g8fodipwLWUBy180Gkl/mZqZv4yIEynjfR6IiHOAkzLz1qaDa0JHUXwIcG5m7hYRBwD7RsSXgfso03U/PdlGM5FKkoZgXeDoiHiKcmHrA5TZT28G/ko5R3iGzPy/iDhpfscMcibwWcrkS9KI4CQILeLEBxARW1JmwPkdZazUhsCvKTPlbZWZt7f19xQRWwHvAo7PzKsjYkXKpBBrAH/MzL+29XcjSZq7au2gHTPznU3HInXLFqAWaeuJ68BJe0S8CzicUuwcQ+kCOvA7ObEqftrcurECZZrrJyJietWNEkrrD9De95Ak6dki4ljKQt7bNx2LNBS2AKk1IuL9wE2ZeWW1VtI7KbPWnJOZh1bHtKoA6pj2eivKwq9vpPxeZgLfBE4ZmDlQkiRpNLAA0qjWsTjs64H/AB6hdPH6W3X/ZsCymXl+27p3dbSMvRD4FXABcDuli+BqwOrAzZn51gbDlCRJGlYWQBr1qrWRfgncCCxJmR3vaspibg83GVuTOgqgjwH/yszjq4VYXw68nTKo9anMvL9tLWOSJGn0sgDSqNVxgn8g8I/MPDki3gj8J6W71w3AaZn5z/k9zmhWdQX8LfDbasHcgf3nANdn5hcaC06SJKkGrgOkUasqfiZSpm/ertr3M2A/ykKfi7a5+AHIzFnAbsDzI+LaiHh3tRbSBODHUArJJmOUJEkaTrYAadSLiDdQZn8bC3w5M39Y7R8YH9T67l0RMQZ4B/B5ysx4x2bm55qNSpIkafhZAKkVqhP8XYG9gaCMcflb2wufwSJiWWAP4N2UcVIfyswnGg1KkiRpGFkAqVWqQf57AV/zxH7eIuIVwJaZeUzTsUiSJA0nCyC1ll3fJEmS2scCSJIkSVJrOAucJEmSpNawAJIkSZLUGhZAkiRJklrDAkjqoYg4NSJ2ajoOSZKktrIAkiRJktQaFkDSQoqIJSLipxHx+4i4OSJ2jojDIuLaavvEiIi5/NxGEfGLiLg+Ii6KiBdV+z8cEdMi4saIOLv3r0iSJGn0Gtt0ANIosC3w58z8D4CIWBq4JDOPrLbPAHYAfjLwAxExDjgW2DEzZ0fEzsBRwJ7AwcCqmflYRCzT01ciSZI0ytkCJC28m4CtIuILEfGazHwQeH1E/CYibgK2BNYZ9DMvA14BXBIRNwCHAJOq+24EzoyIdwBP9uQVSJIktYQtQNJCysw7ImJDYHvgsxFxKbAvMDkz74mII4Dxg34sgFsyc7O5POR/AFsAbwI+FRHrZqaFkCRJ0jCwBUhaSBHxYuCRzPwf4Ghgw+qu+yJiSWBus77dDkyIiM2qxxgXEetExCLASpl5GfBxYGlgydpfhCRJUkvYAiQtvHWBoyPiKeAJ4APAm4Gbgb8C1w7+gcx8vJoO+5hqzNBY4GvAHcD/VPsCOCYz/68Hr0GSJKkVIjObjkGSJEmSesIucJIkSZJawwJIkiRJUmtYAEmSJElqDQsgSZIkSa1hASRJkiSpNSyAJEmSJLWGBZAkSZKk1vj/faTZLFqD1LsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(14, 10))\n",
    "axs = axs.flatten()\n",
    "\n",
    "for ax, ft in zip(axs, categorical_names):    \n",
    "    ser1 = df.groupby([target_name, ft])[target_name].count()\n",
    "    ser2 = df.groupby([ft])[target_name].count()\n",
    "    df_prec = (ser1 / ser2).rename('percent').reset_index()\n",
    "    sns.barplot(data=df_prec, x=ft, y='percent', hue=target_name, ax=ax)\n",
    "    ax.set_ylim(0, 1)\n",
    "    \n",
    "axs[-2].tick_params(axis='x', rotation=60)\n",
    "axs[-1].tick_params(axis='x', rotation=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a197a8b",
   "metadata": {},
   "source": [
    "We can eyeball that some conditional distributions differ from the unconditional label distribution (76.19%, 23.81%):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "00d4a694",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Precentage staying if a work accident happended: 92.21% > 76.19%\n",
      "\n",
      "* Precentage staying if a promotion happend in the last 5 years: 94.04% > 76.19%\n",
      "\n",
      "* Precentage staying if the `sales` feature equals 'RandD': 84.63% > 76.19%\n",
      "\n",
      "* Precentage staying if the `sales` feature equals 'management': 85.56% > 76.19%\n",
      "\n",
      "* Precentage staying if they have a high salary: 93.37% > 76.19%\n",
      "\n",
      "* Precentage leaving if the feature `sales` equals 'hr': 29.09% > 23.81%\n"
     ]
    }
   ],
   "source": [
    "prec = (df[df.Work_accident == 1].left == 0).mean() * 100\n",
    "print(\"* Precentage staying if a work accident happended: {:.2f}% > 76.19%\\n\".format(prec))\n",
    "\n",
    "prec = (df[df.promotion_last_5years == 1].left == 0).mean() * 100\n",
    "print(\"* Precentage staying if a promotion happend in the last 5 years: {:.2f}% > 76.19%\\n\".format(prec))\n",
    "\n",
    "prec = (df[df.sales == 'RandD'].left == 0).mean() * 100\n",
    "print(\"* Precentage staying if the `sales` feature equals 'RandD': {:.2f}% > 76.19%\\n\".format(prec))\n",
    "\n",
    "prec = (df[df.sales == 'management'].left == 0).mean() * 100\n",
    "print(\"* Precentage staying if the `sales` feature equals 'management': {:.2f}% > 76.19%\\n\".format(prec))\n",
    "\n",
    "prec = (df[df.salary == 'high'].left == 0).mean() * 100\n",
    "print(\"* Precentage staying if they have a high salary: {:.2f}% > 76.19%\\n\".format(prec))\n",
    "\n",
    "prec = (df[df.sales == 'hr'].left == 1).mean() * 100\n",
    "print(\"* Precentage leaving if the feature `sales` equals 'hr': {:.2f}% > 23.81%\".format(prec))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e1dd46c",
   "metadata": {},
   "source": [
    "We can observe from the above computation that people are more likely to stay if they had a work accident,  or they had a promotion in the last five years, or the `sales` feature equals `'RandD'` or `'management'`, or of they have a high salary. Also, probably not as significant, we can observe a tendency to leave for people having the feature `sales` equal `'hr'`.\n",
    "\n",
    "We continue our analysis by visualizing the interactions between two numerical features and their association with the target label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cb6f8a95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZX9HJA2cUsXRvC43dVmblRFNvsLK9ridgnOQINR4R7jk5n+fWVhOtU9Jh8hmCTT02PtzRSJxehdXlYWxyGLF6FWq5Ga/Y33aKCVGikku4bWEuX+1rZW1ZB6eMjCc1Uo3DJfK30wr4eGcTTreXM8cksrnagMPt5fTRiby0vibAS/rRziZuWZBDU4+VxDA12TE6okKUfL67mTEp4VwzM+OoYclBBkYtlyIIBFxniQAq+eDGlUYhG7CfZgjDr8vsCtCWAHhpQw3Ts6MG7VfTaaHP5mJefgz7W4wsLIyj0+ygtstCTuzRBb72t5p4ZnVgys2TqyqZnBE5pLhcbZeFpXuaWVPeyby8GE4dlUBalHbQPv+ffkFODE4kI3UpcL0gCO/jE0zqC+ajnpi8/r0vNPIvpxSgV8kD/harV3H3Sfn845synl1dxQ3zsn+hs/z14PJ42dXY06+95OCu/XDQqmTcvjCPS1/dSmK4msp2M7Nzo7E6PUxMj2BhQRzfHWjn2nd2A7Dr/T0sKYzl8ilpfL6nmTs/KeavpxRw1thEAOq6rHy1rwWvCDKphJqDi7nDMdrd3DAni9s/3uc3LMM1clIjNGiL4ihtM6KQSvrtIvfaXJw/PpkHlx3AfdBTkBOrQ6+WUdZm6nec2k4zerWcs8cm8sqmQ2G9uxt7WVvewaPnjuT2hbnc9MEefxjzmJQwRiXp0aukxGoVRIQoeXdrQ7+x9zX3Aj5F4FqDBbdHJDVSQ8gR34sgxxeby0PVAHOs67CNm6Fwub0DztOhvBiHI5VISAjT0Nxr5Y/zsrE63GyrNZA/KXXYY/xAu9FOa5+dMLWc1EhNcMPvJ8bt8fLqxjpeXO8zLnc19PLl3hY+u27akItYiSBwx+I8rnvHF04bpVXi9ASGSIoi7Kjv5tODESA763v4zbQ0zhqTSHKEhhCVjMoOE5nRWk4fncDu+h4WF8WxrLgVo9035yK1CsalRnDtO7tQySX8YU4WGoWUf35zSJir3mBlWmYUbq+Iw+PlH9+UAXDW2ETGpoSxq6EXAEGA2xflIorQY3VS3WGm2+IkK0bH1KwowM3oiDBcbi9pUTqcbg9PrPR5vBSy/vdhAKfHS53Bwu2LchiVFEZqpJYrp6WjVUhRyKTH/qH8yglRyfjt9HREQCWXYnN6UEglhCgHX6pr5VIum5zKG5vr/W1XTk/3RyMdDYPV0c/b7vKIdFsGz+W3ON2sKe9g/8E1xp7GXkYnh7GgYPDUiB6Ls9/x3F6RXuvgx+u2OLn5gz3saez1H29dRSf/uXw8YUeINf4U/f6/NHZbMZgdRIUoSQoqXP+/+DlL0LwHzAaiBEFoAu4F5ACiKL4ALMNXfqYKXwma3/xc5xZk+Oxp7OWpVZXcd1phPwP1BzQKGTfPz+GvX5QwIT2CyRnHVsIhyLGhkEk5c0wi+5r6Atrn5ccc0ziTMiJ4+6pJ7G3q5aSiON7cXM9T31UiEeC88cmoFTI0CglWp28x9s3+dnLi9JQ0G5mXH0OdwcI7WxvweEUKE/TcsiCXR1eUY3W4mZEd5c8h/YEwtRyT3c1N83MwO9xoFT4FYIkoUNtlJiVcyw1zQ0mNDLzJb60x4EkJ56b5OTjcHmRSCd0WJ9UdFialR1LSHGic58SFoFVKaTc5WFYSuO/V0menw+RgVWkbr10xgcoOM1anh7Y+O3d/VsJlU1JZXdFBr9XNldPT2dXYi8l+aLG2sCCODpOdf6+u4s0t9YiiTyTlgTOKgru1PyNKmZQlB+fs4RxLuKFCLmFmTjSrDgQKiUTphr+Ycbo9JIWreXlDDQ3ralDKJNy6MNcfOj5cdtX3cN07u2gz2tEopDx05ghOGhEXXPj/hDT32nhtU11AW4/VRVmbcdDvbk2Xmbs/Kaalz84/ziyi3eQgK0ZLbIiS9sMiLXRKWb8ceOXBe9Wnu32G62mj4pmdG8OtH+3lggnJfLarmd9MS/f3z4nVceMHvo1Bu8tLiFLGq5tqAwziwgQ91727i/hQNQ+eUYRMAm6vz3jNiglhTl4Mbo9IblwIr22qZXtdDzqljOtmZ5IaqWFPYx9Xvr4dl0ckJ1bH72Zk4HR7+GxXE/efXkhLn43MKB2pkRrqDVb/cRVSCTKJwNiUcO5dWspFk1L43Yx0IoL5hT8as8NJUWIof/1iP302F+EaOX8/owirc/CNMkEiMisnmrhQFRaHB51SSl6cHkm/zOdAksPV6NWygLDgCK1iSMPK5vT4DVSNQorV6SvbZnMOfp+L1Cr6HS9cIydyiHtsTafZb2j+wI76Hmo6LYxNPXrfH9vvxyKKIusqOrnpgz043V4UMglPnT+GWbnRP/mxfi38bAHaoiheKIpivCiKclEUk0RRfEUUxRcOGqiIPv4gimKmKIojRFHcMdSYQX5e7C4PN72/m8umpA0oZX84EVoFV05P55YP9wx5gw3y/2dhQRwXTUxBIvgWD9fPyTzmzQFBEBiXGk52jI5dDT3sqPd5Z70ivL+9kTEpYdw0L5vnLx5LYrjqYB9f3zHJ4by5ud6/S7q/xcj+lj4eOWckb21pYESinoUHd1nVcim3LcwhKVxNvcHKPZ+X8PA3Zfzli/1c+/YuKjtNfFPSzssbanhsZQXvbG3g9kU5aA/uCoeq5UzLjmJbrYFnVlfx0rpqtAop35S04fZ6OWdcov86XDQxBVEEm9NLVYeZm+blcProhCPfORPSI3G4vTzw9QEeX1nBu9saqDNYWbq3lYZuGxnRPlXLly8bj04pQy4VuHZ2JlMyItlW280bm+v9oVYbq7r4eGcT4gDhdkGODxJExqWEMTfPtzGjlku5eX42ykHKdRyJxysyNy+ayRm+sLMQpYy7luTBEAu9w1HIJDy6opyGbt9i3uH28tBhHv/h0GlycOMHu/254Fanh1s+3OOrXxnkJ0MQBCQDTI/BcpC9XpH3tjawpbabhm4rH2xvJDVCw+6GXm6Yl82N87IQBEgIVfHQmUW8f5g4XJROgdPjZW1Fp79t6d5Weq0uorQKwtQKvtjbwlPfVfLUd5U8uOwA6yu7EDh0PoIgMD0rCqlEQC4VOHdcEvUGG3aXl9ouC4+uLOfa2VkAhGnkpEdpMNndZEZr+dvS/f5QYrPDzeMrK3B7RV7eUOM3pivazXy1r5XttQYWFcXTZ3OxtaabOz7Zx43zssmJ9W36xIQouWNxLlaHm4xorU9fYFNdP4MgyLEhl8q469Ni+mw+ob4eq4u7PilGMtBEPQynB77c14LLI2J1unF5RT7f08wQNiNKqZRHzxlF0sE65CkRGv519kjkQ9TG1ShknDIynlsW5HDBhGRuXZjDkqK4IcOLBUHg5vk5/uMlR6i5aX52wBwfCMlRzmeoGr5HE4ByHidBrzqDhc/3NHPltHQumJDMVdPT+XxPE/Vd/SN0ggyPEyncN8gJzkvraojRq5gyTDGSsSnhbKkx8NSqSu46Kf84n92vm8RwNfeeVsBvZ6QjCALJ4epjEgL5gV6rC6PdxYbKrn5/21nfw7babvpsLh49dyRvb2mgst2EViHFYOkfVrmttpu5udH89ZR8jHY3ZoebG+Zm4fJ4WXWgnTNGJ7KxqotIrYKFhbGIIizf38bW2m4yo7XsPegZjg5RMjYlnCfOH8WBViM76nsxO9zcf3oh35S00WN18cWeFpp7bYxPi2BRQSxxoWq8XpF6gwWXxxvgxV1QEMusnGjWVXSyID+WcI0MEClu7uv3HvY09nL93Cx6rE5a++xsqzXw1lUTCdMoSA5X02t1YXW6idIpAnJhv93fxjWzMoJhvz8TdrdIj9WFw+XhhrlZON1e1pR1kHkMnlRBBBBQyaXcMDcLm8vDqtJ2blww/JQFm9Pr9zAcTluffYBXD0ynydEvP9or+jx/hYmhwx4nyOAkham5fk4Wjx4mGpMYpiI//ug5qSa7i5UHBeaidApm5kbzx/f3+P9eEK/nifNGs7XWQJfFwTnjkugwOlhR2kZenJ7dB0NvD2d7XTc3zM1mdVlHv7/tbewlNy6ELTXd6NUyvKJIYUIon12bgt3t5q9flAakOOyq7+W309NRynwhovd/VYoowvVzs+gwBd6j3V6RDmP/+/b31V3cunAqYSopdo/IyKRQuswOyttM5MfrOXdcMkUJekrbjISo5Wyp6WZrjYFrZ2dyoMXI3Lzhq2EHCaTDFFgGCMDkcNNlGjwc1uX24HR72VJjIC8uhO+rDMTqVTg9g1up7SY735a0MS0riugQJe1GO9/ub+XUkUdu5AaSFK5CKgg8vvLQd+eccUl+4/NotBltPLK8nFNHJRAdoqTD6ODhb8p5cgj14sxorf+Z/QPz82JIHyJaSS2XMCk9gq21h0Qep2ZGohwix/fH0m1x4vaIAdfltFG+KgWpwciqH0XQSA0yLNqNdv6zsYYHzig6pn4XTkzhrk+LuWhSSoBUfpCfHqVM+v8W8SlvN/H1Pl+dteoj8vMyorUsK27F4fayucbA5VNScIu+POSBBDJGJoXSbnLQbrKzsrSDvU19fH+YeuWM7GgWF8TRmerg451NCAJcNCmVKK2cZ9b4ak0+f8lYlu1r43dv7iQ9SsMN87KZlB5JUWIoOpWcBQWxrCrtYGxqGHcuyWNKZiQGs5MX1lbj9orcOC+bZ46oT7iytJ0HzijivPFJrCnv4A/v7iE1UsO1szOJDlEGiCNlRuto7LaSEa0jVC2jw+hgT2MvZ49N5JNdTTyxshKPKHLOuCSqOsysOuBbaE5KjxhyVznIT4dSLuWTXU0UNxvZdNgcO5acVIlE4Lm1VTT12Fhbfmgx1NozfANTJZP0C4sEjkndN0wjJ1Kr8Jdf+jFjBBkaiUTgwkkppEdpWb7fZ0QuKIgdVOxHo5QxMT2COoOViyam8PoR4cKlrUbqu62Ioq9m6Vf7WgnXyLl7SR5ROiU7G3rYfYS3MSlcTWOP1afKe9giHGBMSjgmu5MRiaHkxOpwuL08s7oKj1fkokkpXDs7kzs+3uf3GGXH6EiJ0HLPSfm8vOGQ0JHD5UWvkvlzXcEXBRMd0j/ksTAhlMZuKxd8vI87Fuby9JoqLpyYwsvrfWHG7UY7Jocbs93F53ta0CiknD8hGaVUQtIQqrBBBidKp0AuFQLCxJUyCZHaoTc7x6aGs6q0wx/1VJioHzIGRCqR+EPPf0AQ4MwxiYP2azM6+OIIJehPdjXxm2lpRA5SgjBOr8Ll8QaUn1PKJMQOcW8LVSt44Mwi1pd3srnawNSsSJ9Yo3rw6xKiklOYoGdMShiVHWayY3zfoeO1eexyiwHK7gBL97ZwyaQTs5TWfwPBVVSQYfHkqgpm5UQTHTJ4mO+RhGsULC6M4x/Lynjh0nHH6eyC/FRYnW621XXzz7NGsrna4C8nMDYlnIworX8x1N7nYFOVAZ1KTqfJwZTMSGZmR1HaauSiSSlIJQJ5cXqW7Wtlbl5MvwU3+GqjJoSpee7ran/bv9dU8cR5o7h5fjYxehVvb65nQ5XPq9vca6e0xUhGlJayNhM5sSFkxfh+Dsfp8vDnk/L5+9eleEVxwJqu6VEa3vi+3l92Z3+LkVs/3Mvfzyjijo/3Ab6csEsmp7CpqovmHit3LsmjscdGtE7Jlppu9jX1ccFEnyB5j9XFqKRQNlR2ER2i5NLJqUOGIgX56XB7PP1KMIBvjg0XjxfcHpE/zMlCIvgEv4qbevsJ4gyGXAbXz8nib0v3+5WGzx6bSIR2+PlPCWFqHjl3JNe+vQuH24sgwC0LcgZVzQzy44jUKjl5ZAInD+E5+gG5VMKV09LZWNVFQUJogNH3AxEaOQazw58f3Wdzcc/BOqK5cSGkR2mpPRj+NyopFIkg8OL6Gv4wO5P8uBAOtJkYlxrOkqI4VHIpDrdPkdfpFrnn8/3+4zz1XSW3Lczh/tML+dMnxRTEh/CXUwqoaDeRHKnhtkW57GvqQyYR+K6sg+tmZ/H4ygqcHt+c+uPcbIqb+lhUGIdMIpATFwIijEkJpbi5D6vTQ5/dxUUTU8iO1fm/BwmhKkRR5NWDBnq3BR5bUcG/zhlJr8WJw+VBKQ/mTv8YQpVS/nxSPqaDdcqVMgmhahmhmsGNKqlEYPWBDqZkRjIuLRyFVML6ig6KhlCqHiglRTwYUTIYA9WC9qXVDO65LYzXc/dJ+Tzw9QE8XhGpRODPJ+dTkDB0hEiMTsnog+rVCWEqYoaxaZcepSUvTs+Dyw6QEKZiR10Pfz2lYEgP7I/lqJkCwaXAjyZopAYZkqYeK1/va+WRcwcvDH00loyI49YP97KvqZeRSWE/7ckF+UnJjQ1hTm4MT6+uYFFRHHqVHIngq0G6tryT+FAVrX12FhXGcfvHe3jqgjG8srGW2FAVepWce08p4PZP9mF3+RY054xNxGDxvf6Vw6TuBQHy40MoaTYyOjmMmk6zf8H3xd4W5ubG4BVFv4GqlEm4YW4Wjywv94dDnTc+iTuX5AUIdZS3mbjq9W2oFTJunJ9DVpSWnFgdFYfl88XqlZjsblYeIZDjcHsxmB08eGYhMSEq1HIpTreHsBHxhGnk/HtNNTvqeyhK1HPRxBS21HRT3ekbNzlCzdUzMvjwmsnE6FXEhwY9Cj8nUonAySPiee37OvLjQzDZ3TR0W48pekMqEbhzSR73fF7iVzKdmxdDyjGU0TDZvTz8bRlXTEtHIviMmo1VXVS2m5mYPvwccYngy3l2e0UUUt9CNZjhfGKQF6/nk99PpaS5j8WFcXxdfMhzopRJiNQp+Pea9n79DBYnqw908MR5I6nqsBCqkZMfp+fepT7D87l11ZwzLolLJ6dS323lga8PACCXCjxwRhE76/sruK+v7OKSSSm8f/UkWnrtXPLKNr8uwJXT0thW101Zq4lbF+bwdXEzr14xnjqDFZVcwme7mtlUbeCORblsrTHwxMEQxTCNnMfOHYVcJhCrV/Hg1weYmhXFmOQwdjf24hFFVuzv//5KW4yo5BJaem2kB8ty/ShajQ66rU7e2lJPaoSWui4zV07PoL3PTl780Q05jwijksN4YlUFougrP3P93CzEIXLho3UKksLVNPUcSi9Ij9QQMYRRnBah7dcvI0rTT+TwSCRSCQmhSp6+YDS9VhehajkqmYSh9nNdHi8f72rins9LEEXf+uHhM0dw9rikQdOaZFIJZ4xJZGRSKG19duJCVWTG6I7bBnJalJbkCHVAukZapIa0YBThjyZopAYZkufXVjM7N+aoar5DoZRJOX1MAo98W85bv530E59dkJ+C8jYjX+1rZX+zkbPHJWIwO/opX/5+ZgYRWgW/n5WJTAIT0iKICVEilwpoFFKUcgmPrqzwG6gAH+9q5pbIHHqsTq6clsZX+1oJ08i5dnYW+5p6sTjdXDgxmQ6jnU6zkzc31xOtU/LKploeOL2IEKUMk8PN4qI43tnaEJCv8+GOJuYXxNJptOMVoaLNhMsr0tTr8/4+sbICqUTguYvG8vmeZrbUGBiRGMpFk1LZWd+NXiX3C1SArxZdXpyedRWdrCztYEF+LGmRGqQSD+9sbSAhTM2fi+JYW9ZBU4/Nb6ACNHb7fp9fEBs0UH8BJAikRqr5++mFrCrtIC9Owd1L8nG6h+9JFUSRVzfVBpTaWF3WwemjhudlA5BJBTxekX+vCawFeOGE5KP06E9zr5WbP9hDj9UV0D4iMYwxKeHDHifI8cPidLOnqZfxaeFEaOUsK24jOULD5VNT+e5AB1EhCr/wFfi8j6OTw+g02XlhfQ1jksNp6bMxLy+WmxdkE6VTsPJAB7WdFhYXxnH35yX+vi6PyMPflHHPyfl8uCNQIT1ap8Roc6GQSfjL5yUB5T1e+76Om+bnUNJs5Pl11Tx9wRjK2kx8uquZa2dn0mN1EaLyeenWHaZB0Gt18dqmWp69cAxf7W3F5HCzorSNm+fnEBeqwmRzExuqpLw9sNyXWi4lVCNHFfSi/mgUMikOl5ezxiRR3mbinPHJGG0u5ENcUwEC6th6RXhhbQ2Trxx8Y6zP5ubyKWlsrOpiX1Mvo5PDmZoZOWCEwOHEhqp4+bLxPPNdJZtrDEzLiuL6uVlDRtrVdJr5w7t7AoTkFFIJX/9xOtmDRIrUdJq594v9/vcnivCXL/YzNjV80H7g0wP4vtrA+opOZudGo1VKSY44PkZjrF7Fy5eO5+mD12VqZhQ3zM0aUmg0yNEJGqlBBqXb4uSLPS08cs7I/9c4c3Ji+HpfKzvruxmXOnjR5iA/L3UGC5f8ZxudB/P31lR08NT5o9lS0+0P8YrWKZmYEcHY1HAq2k24PF7+dc5IXB4PF09Kxe0RyYrR8cmu5n7jOz1ePt3VTKxeyfz8GKZmRnHrR3v9ocNL97Zw28Jc6g1WFhfGkhmj46OdTdR3W7h+bhb/+KaMpHANX+xp6Td2U7cNpUzCX74oYXZudL8cRI9X5OviFs4Zl8SFE1N4c3MdGyo7WVHazhVT03jqu0P5qncsyuO2j/b6Q5PXlndy/Zwsvtjb7N8Z/bakjYfOLOKb/W39zqWk2cjTqyq5dWEuUcH8wWPG5vTQ2GNFKhFIidAgPwbhL5vbC4KEFaXtjEwKxe0ReXJVBXcszh32GC5R5EBrf9GjwzcyhkIlk3Dz/By/dwx8IZ1DCYocTo/F1c9ABZ9wUtBI/eVp7rFxxWvb/V6kjCgtty3MJSFcxbryDpbubeHOJXkcaDX5jcarZ2Zw8weHFufflrTzt9MKsbs9ZMeGkBcXwrjUcJQynyfySHqsLjQKWUD5DrVcyvz8GN7d1sCZYxJZXBRHfJgam9PD57ubMVicuA7ev402Nx6vF7vbwxljErn1w738aYmvNFJNZ3/V6NJWE+vKuxiZFMaykjY8Xp8YTGGCnt/OyEApk7Cl+tDzIUqnQCWXYLS5iA8LbtL9WKQSKGnuIz1ax+iUMHosTpp6rMwfopyczenppyDu9HixDVFZodPi4MFlBxifGs5JI+I50GrkwWUH+PdFY4Y81/x4PU+fEofbJEWmj0EWOnhoMfiiCQY6z+5h1EkdqJ/B4mQwWbteq5M7P93n18JYW9HJ6rIOnrloLKFD5LP+WPLi9TxxwWj6rC5CNXKUwbJh/y+CRmqQQXlnSz0T08P/34WPZVIJp45K4NHlFbx39eSf6OyC/BSUtRr9Bir4dikfWV7Go+eOpLXPjkImweJ0U2+w8uK6GtqMduL0KuRSCdUdJrJjdJidHgri9IxPDfeXrvkB1cGbdLvRQX23laqOugBpeJdHpM5goazNyJ9PLuCez4rRKKS09NoxmJ08ef4oRBGmZkbwfXV3wNhKuYS3t/hyv/a3GDlpRHy/OqlpUVr+8O4u7l6ST3mbiZlZEbyz1cG6ik7uWJSL2eEmVq9ErZD1y519dVMtl0xO5aX1NYDvwVjWZmJkYijfHQhU4xybGs6HOxo5fUxi0Eg9Rhq6rTz8zQGWFbchlwpcPTODK6elDyrCcTgapQSb043d5eHp76pQyiRcNCllyMXP4UgFmJIRyfojlK3DjiGfVAS8Hg/PXzyWeoOFMI2CqBAlfbbhe3TlUqGf+JJE4LgtqoIcGxXtpoAwx5ouC3/5ooTfz87kQKuJP8zJ4o3v67l1QQ6C4POulLYY+y2yl5e0cdHEZOoNVp5YVcnNC3J4enUV545PRiIQkEufEqHB6fbywsXjqOww43R7SQxXsepAB3sb+7h+Thb/2VDLJ7uaCdPIuWZmBh/vaEJ6MEkuMUzNuoou5ufH8PzaGpweL29urueamRkD5uzPyoliT2Mv9QYL41PD/eqo+1uMtPTa2FDZwUNnFVFnsCIVBDyiyHNrq3nsR6YEBfHh9orMzY/hpfU1tBsdxIeq+N2MjAAP+UBoFDK0Cqk/Dx5Ar5ahVQx+z0gIVaNTythRf6jknF4tIz50GJ6/mnXIPrsGmakV9Ilw1kuQNn1Yxzs8WkWvkg0ZfRR/lH4JQ5xnTaclQKwRfCHytZ1mRh/HDT+lTEqMPmic/hQEjdQgR8Xl8fLWlnpuWZDzk4w3KyeaL/e2sK22m4npQW/qicJA5Tw7TE5f2YseKyePjKei3cwjK8r9u/htRjuPrSjnwokp2NxelhW38vjKCu4+KR+j3UVFuxm1XModi3ORCgIZkRrOHp9MaoSaNw4Kihx5DgICXq/IdbMzSQrXcN+XpTg9XqZmRiIR4LczMjCYnZS3m1HJJdyyIAelTODSyamoZFLu+GQvMonA/PwYVh3oQCLAaaMSaey2IYpgsDi4bk4WEq+Tf59XyAe7fd5QrVJCUogEtyDjhrlZyKQSDGYHb22pxzvAxXF7RfLjQzhlRDxfl/jy0ZYUxWFzeui1uoL1UX8Ey/e3kR+vJytGh0QQcLq97GroYUFB3LD6ez3Q1mdjRnY0E9MjkAoCZocHyTEoVri8sLgojm6Lk5IWI0qZhGtnZ3IsdVI9XpG8eD0H2sxYXR7cZgd6tQz1MeymSyUCV0xN45WNtTT12NCrZFwzK3PIvK0gPw8Dis0c/HdzTTdxoWq0SimPrijnggnJdJodOF39xbe8iOxp6MHs9HLj/GyUMil/mJ3Ji+truHVhLi+uq8Zod5MUrua2Rbn85fNifjMtHYvDQ3WHidXlnUglAn89OZ/7vyql5qAYU6/VxaMrKnju4jFUtpu5Y1EuOpWMfywro91oZ3RyKLNyopFIfOe9o66Hy6em8d7WBpweL2NTwpiTG8OIxFBCDqZEXDQxhc01XehUcjZUdiKKAmEaBWPUcpwekdY+O/84awR6lYxPdjaRFxdCQYIeYZCas0H6I5NKeHJlJaaDxlhrn52nV1fy4sVjB+3n9nh56MwiWo12THYPISoZ8cMoQSOXCvzz7BHcu3Q/XWYn0SFK7j+tENlQN5vuGvjgEnAc3BA2Nvt+v3odhKcetVtalJZXLh/P7sYe/3mOTQkbMu8/LUrL8xeP5eYP9/jOU6fkiQtGk/Ijcz2DT+j/HoJGapCj8t2BDqJ0yp+sdIxMIuH00Yk8tqKcD66Z8pOMGaQ/TrcHo81NqFqOXDZ4yKTF4SYrRkdeXEhAvb1zxyVxoKUPq8vL+S9t5akLRvsN1B8w2t2kRGj4ZFcTL102ni6TE41SysLCWHosLnRKGQqpwDvb6rn3tEJ+//ZOPF6fUukPReXBtyhPj9LS2GNl6d4WVpd1cOuCbF67cjwWu5uHvykjKybEJ9hUFM8tC0JQK6Q89V0laZFaeqwuTDYXr1w+gXe3NTAhLYJFhbHYXF4+2dnE3qY+7j21gH+vqfIrwKrkEp69YBS/fWs3OqWM6+dm8c9vS/wGe2F8CNfOykAmEXC7RTKitNR0WZBLBcanhXPTB3sZnRTGo+eMRKuUUdNppqa5jT/NiiH7GGpzBgGz3YVWLuU/62uYkhmF3e2hpLnvmNRs7S4PqZE6/v5Vqd9jlRyhZlTy8OuKxqhFlDIJ6VFa5uTF4PGK7GnoZVpW1LDHyIoJ4cMdDUi8Hq7IF+hyq7jvuzruXJQ37DGSIzTUdJqZnhVFVIgSh8vLyv1tQ5aFCPLzkBMXQrxeRethOaenjkzA5nBz3exMPKLIhRMK2dXYw8iEUN7e2sDolDCkEiHAI3bm6EQaemzc/vE+/32nKFHP1TMz+O5AB38+OR+tUsbGyi6+3dfCcxePQyWXsGxfC6NTwhifFkFGlJbGXlu/cmEer0hxs5Gd9T3kxOgIUWqxuTyYbC76bC6eX+eLDLlpfja76nvwer28dE4afW4pVq8Ki8ONyeFmR30PpS1GJqVHcu7IcDL0Iq7x4ZgFHc29NiraLTy07IDfG5sTq2NaVhR3fVrMW1dNZFLG8MXCguC/7ofTa3VhHUBN93BiQ5V8XdIakLN8yeQULps8eOkTs8PN5moDp4xMQKeSYbK72VprYHHhELVuexrAYcSx5Ek80QVI2/agXHEH9DYMaqRanT7Bwv9sOCSieO2sTEYmhQ2ZyzwjJ5ql10/HYHYSFaIYlvZDerSWCWnhAeuNKRmRZBznmqXHsgYLMjhBIzXIUXlrSx2zc6N/0jFnZEfx5d4WNlcbmJIZfID91JS1GXlxbTWbqg3MzInmmpkZAwoLeL0iW2sNPLaigpZeG+dNSOaSySl8va+NcWnhNBisROtVvHjwYaJXyX0G22GLLJlEIClczaLCWG56fw8LCmJpN9r5pqSNy6emMTs3mq+L2/lsVwvfV3Vz+6I8XtlYy/L9bdy5OI9tdQY0chnTs6NoM9rJjQ3hte/ruHl+NpUdFt7euoPC+FB+My2dJ1ZWEheqIlqnIFavZPn+dkYmhbFifzsnj4wnVC3jni9K0KvkLC6MIytMZFmZlZIWI/eclE+70R5QosTu8vLe9mZGJoWSGxfC21vqAzzK+1tN/HGSnumqWlrtMqRFGSRFZhCqltPWa+eWBdmIosDz62rwekV+PzWei0K+JqziW4i+EfJPBe3wjZtfM1KJQJvRztnjkvhqXysahZRLJqVicQw/F1StlPLZ7qaA+dnYbcNwDHVSDXZ4enVVvxqnJ4+MY0La8CI/Gjp7OTOhF3XJu0g+/JLw8AzemHkLB4YI1zscpUzKdbOzWF3WwZf7WpiQFsEj544iIZjrd0KQFK7hsfNGsXRvC3UGCxPTI8iNDcFgdrK11sCO+h6auq2cNDKBe77Yj04p5eQRcTxyzkjWlHdgc3pYUhRHeqSWa9/dFXDfqWw3ExeqwiP6ckBnZkdz8sh4NlV28fqmWiZlRLK+0oDbK3LuuCQEQcBodRGhVdB9RKpCbmwIO+t6WL6/HW9BDDfNz0JA4IlVh/LwX91Yy7vnxpPW8Akhaz7EHZGNcdJtrDCl8tmuZuRSCTfPy2Ccdz9xa29CZu1ELDwLfdpcPq2J5dv9bQHhwhXtZk4eGY/T4+Wp7yp5JSkMtSIY9jhc1HJpv80MhVQyZF5jh9HRT1Trna0NLC6MI2eQYBRRhLe3NgS0CQIsLBwigkWmw3X5Nyi2PY+w8WHElKk4L/8WhXTw1IiaTkuAgQrwwvpqTh2VQMEQ5XLAV57rWO6D4RoFj547im9L2lhT3sHcvFgWFcYS+v9MXxuM8jYTL66vZmNlFzOzo/jdzExy44Llw34sQSM1yIC09Nooburj6hmZP+m4MomEM8ck8q/lZXx67dRgONBPSLvRzu/e3OEX+fl4ZxN7m3p573eTiToit6+kpY9LX9nmX9Q/uaqSS6ekEqGRs7mqi5k50UTrFFw3O5OPdzaikArcsiCHfy0v949x84JsHG4POqWc3Q29qBVSThuV4Msdsbv5ZEcTLxzM5Wzps1Pc3McDZxahVcgw2V1cNT2DFftbiNUrefjbMnqtLhYVxrGuopNdDb0H31MHe5t6OXtcEi+tr2FfUy+vXTEeq9PDG5vrCdfIkQoCjyyvOHhWNm75aC/vnxHG/JRwEk8tQCGTUNzS1+96tRntxOpVRGmVtB/mFfkBs9mItulLsgzVTM27i1dLo7C6fDvPdy7J46FlB/yvvWNpFfpFS1hsfAW+ugmkchhzyY/9KH9VeEVfmNvTqyv8bQ9/68uJHi5Ot0hbX3+DtHcAAaKj4fL4vLq/nZGOWi5FJpWwpcaAyT64F+NwwhReNBufRtj/CQCCsQVZyy5yLvoUGH70SHyYmosnp3Lx5KN7JYL8csSFqlDJJfxmWhq9Vhc76rqJD1OTHq0jJzaEb0raePCrUuYXxPLm5npueH8PH/1+KhdOSKbD5KSuy4JKLu1X2/eSyanc+UkxHSbfXP5oZxPl7SYWFcQyThfhL0sD8K/l5fxpcS7xoUqumZnBv5aX+42by6akYnW6GZcWzri0cD7c3shlU5LJi9Xxx3lZ9FhcvL+9gaxIJamlLxJS+jYAMmMLEc3bCJvyLnUG33Mk2lRG0tqLQfSFLAubnkQqD2FyxmUDpm643SISARp7rDjcnqCRegx4vF6umZnBc2t9tcMFAX4/e+ic1KPVLbUPEGZ+OBaHm7RIDaePTsQjikgFgc92N2NzDH7Ps8m0qD7+LUKPz+AU9n+KvG0ftnPeZTAT0uzon5svigO3/1SkRmq5ZlYm18z6adeyA9FhtHPNWzuoO7jR+fGuZnY39vL+1ZOHVD4OMjBBIzXIgHy6q4nJGZEojkOowrTMKL7a1+rf2Qry01DXZQmozwXQYLDS3mfrZ6SWt5n6CXl8vqvZJyPfZ+fJ7yoRRdAopDx9wWj+/vUBpBKfoSqVQGKYhpc31OD2eLloUirXzc6gpMXELR/uBSAmRMl1swMfCm6viMnu5u7PivF6fbvGD589gk6TE51SRq/VRW6cjuVHKOcaLE5Uct88tDg9WF0evtznywWdnhXV7/WiCOsMYXy8qoUOkwOFTODBM0b0UwdeVBjHfzbU0G701XH9at+heocSAbLlXVD6BUy7kRRHOesrRa6emUG3xRkQPvQDb1fJWTjuSiTbXoCtL0DBGaAMhv4OhSDQ7zMEX91Fxg1vDLlU4JxxiTy7pjqgfUTS8MN9Q5RS/npqIfd9Wer3Sp0yMv6YdsF15gaE0s8CG11WpF3lkB5McfhfwOJws6y4lXqDjcRwG3anh8KEUP78eQkOt9efP7+pqouwg/UmvSLsbujBaHOy8kAHCwpiWVPewaLCWJYVH5r7WqXUb6D+wL6mPq6ans6KAb4j6yo6CVPLmZAWwbMXjsFod6FXyzHaXNz1aTFe0ZfacN9phXx3oINHV/hKIyVHqLl5fg4Rzhb0W98LHNRlI11sBKJQSCWkOsr9BuoPKHa8hHzx6Zw0Ii7AgycIoFJI8Ypwztik/7fg4q8NjcInBnTbwhzsbq+v7q5WjkY5uKEfoVUQE6IMmDuJYWrCNYMv8ZMjNJw9LomnVlXi9orID25GJ4YPblBJe6r8BuoPCIYqpD01EH90RfWUCA2xeiXtxkPnmRCqIvUYalGfyNQZLH4D9QeqO31tQSP1xxEMlg7SD1EU+Xhn8zHlYh0LEonAueOSeGhZ2ZA7hEGGz5E5HeeOT+LqmRm8sqmO97Y20Nh96OapHiD/I1QjJy1Ky+vf1/lD0K6ZmcHW2m7K2kzsbzHy+MoKHlleQUlLH409VsrbzdQZLCSFa1h14FCB9w6TgzXlHf0EsqwON96D6x2by8MDXx1AJoUb52Uz7WD490CiDdLDPO69VhdhB5VOTXb3gKqnHiT+3VmnW+SrvS3cc3I+MSFK9GoZN8/LoChBz6ycaKo6zMzIjuLi8fGo5BIyotS8epKegj0PgkoPTjNOqRa5VMDl8WKyu/3HP5w4nQyJWg/nvAY5S3ze1CBDIpUIROn6L2Zj9MNXSJbiU789f0IyWoWUxDA1dyzKxe4c3JNwOG6Phze/rwsIm/xqXys9x6AQ7JHKQTmAUSsPhur+r1DebuLRFRWsKe/gqVWVZEZreXDZAb9iuVeElzfUsKgwDslh9y2tUoZcKiFU7Yv++HhnM0uK4jhjdAJKmYTMaC0F8f1DHiUCdJjsAyqGR+mUtPbZ2NXQi0ouQaeUIYrwp0+K/WG4dpeXf35bHlAGqbHbRmmrkbiIEFD2P6ZT8B3LI4o4pf3z9zyqCJbua2dmTjRnjU1ELZeSFqnh/tMKWV7SykUTU4LiiD8Cp8fL/V8d4NEVFTy7uorHVlRw/1cHcLkHv4+5vV6unZ3JuNRwFFIJE9Mj+O309H4b0Udicrh55rsq/+tcHpGnvqvslxfbD8VRjMoh7nMJYWpeuSCfqRlhKKQSZmSG8fIFecQOR034v4Cj5dUGawf/eIJGapB+lLYasbvcx1UAZlxqOAqZhI92NB63Y/zayIzWcvZYn7jKlIxIjDYXz6yu4tNdzdz1WTF3fLKPnoML8BFJoSQfUbvx7pPyA9RszxyTSIfJwc763n7Hqu6wkBzue1CVt5mo7Ohfa6+k2Uhm9KEFTlKYGqszMIyo0+xAq5TzxZ5mpBIBnULGFVPTAl4zKT3CP/6IxFCqO8ycNz4ZgI1VXZw8Mj5A+TRCq0CjkAYca11lFw63l4UFsfzrzAIWZ+vYVtdNY4+N62Zn0mFyMCrSw8r57XyS/hWz15+HrKcKJvwOb9337PJkcvXMTKo7TJw2KoFZOdEBhr5SJuGiQpXP47D5GYgpAFmwDM1wUMqkXDs7K2BzQq+WMStn8NqAh2NyenlpfS3ba7u5YGIKU7MieX5tNSUDhHkf9TwEN/ua+7++xzJ8I7VXm4F3xu0BbWJMAdaIgmGPEeTEpr3vUGpAfKgKmVTSr66tKPoWpnsaewGIDlESqpYzNy+Gy6ek0mV2kBsbwg3v7cHjFfnX2SN58Iwivt7XwozswM3hs8cmsXRPK2OSw9EcFjqrkEqYmRPNn08qIFIrp7jZyIc7migdoNZvt8WJRhnoVdvfYiQpOR3zjL8GtHuiC/nekuD7v1dkr5iFGJJw6AWCQO3o2/j0gImyNhMlzX3cc3I+V8/MoKLdzIT0SAxmOxnRwSiSY8Xi8CCRwDnjkrh+bhZnjU1EFAkoLTMQPVYXf/+qlBCVjCumpaGSSbj/61L6hkh3MJic/lq3P2B3eem2DN5P0CcgFpwZ0CaOPB/08YP2o7uOok038LLmOdbMLOcF1bMUfn8z9PxvrAMzonWcOy4poO3CCclkRB9foab/ZYLhvkH6sXRPC5MyIo9rvqggCFw0MYVHV5Rz0sh49Kqg1+n/i04l509L8lhUGIfD7eGG9/YE/H1ztYHKDjMT0yNIjdTy5pUT2dnQQ6fJybjUMEYmhVHZbkYQfIustEgNb22p55SRCexqCAxvzYsLYVutwf//H8LaDmdWThSnj0pAKZMSHaJgXGoEl726NeA1iWFqus1ONlb5xlpf2cVDZxTxxPmj2NPQS3KEhuwYHavLO7lxXjZGuwunRyRaIeGJ80dRb7ASpVPwyuXj2VhlQCmTUJQYyt2fFgcc54eaanmxOp5eXcmUzChe/74Ou8vLqOQwlu5pps/m4r4ZaZyWKMUVHo0Ynk6PU0rfzKeIIQpjr4f4UA0vra/h/PFJPHz2CCrbTUQqXEyIcFC4+lIwNkLBGYg9tQi2PlAPP9z018yEtAg+vnYKO+p6UMuljE8LJzduaCGNHwhRSpiWFcnne1qo2XgoDC0ndvgLZa9XYFxqOFtqAmvxDhUydzhKWwdbdfMZf24q0pbdiPpETNFjqTbKhhu5HOQEJ/Gwzb0FBbHsqOvpF2oplQhkx2hp67NREK9HJhX482fFXDYljVC1nMkZkUzKiMRgdtJutGN1evhoZxNf7mvj3PFJ3Dw/m06zk6xoLfUGC8XNfbi9Xp48fzQV7Sb6bG4SwlR4PF7aTHay43zCTesqOhmbGt6vzmqsXtkvP3teqpS4stdpS1xM9HmfoGzbjVkVR0foKGKdEdy20IZO5iY5IZyqhHdRtm5H7ujBFD2WzfZUnO5K5FIJFe1mDBYnGoWUMLWMzGgtv5mWRqz+f8M79nOiV8u5c0ker2+qo85gJTNay90n5Q25PorQKlHIJKwt72RteScAOqWM8AEiVAL7yVHLpQE5rTqlbMDn+eHITY0+zYWM2dBdBZHZCPoEFKZGiD16uC9d5VD9HVpAW/XVYe1XQ3jyoMf8b0CnlHHH4lwWFMRS3mYiNz6EMclhaBVBU+vHErxyQQIQRZFlxa1cOzvruB8rM1rHyKRQHl9Rwd9OKzzux/s1oJJJCVXLqe1yctvCXDZWdQYsuj3eQ7um6dE60g/b7RZFn+DF308votviIC1Si8HiRC6VMDkjwj/O/PwYTHYXFqeHaZmRxOrkjNb3cdXkBF7b2oJXhLw4HdfOziIxXE11l5mHvi5nUkYPdy7O51/Ly7C7vETpFPzttEK+2H0op2lmdhRl7Sa+2NPM5VPS+Mc3ZcgkAjfMzeLJg3kzAIlhKhYUxDIiKRS5RGBfcx/jUsN5Z0sdIxL1PHVmOlneOpTWVho8kRi0mVgFeOibcmq7zPx5eiinzu1D4bXTFZvNxzu8eEWwoaRPCMUgFWgxRfLQTiml7W3888xw2vocvLmlHqVMQkK4hiKhjsWRNShwIxiawNrpK9hZ8gmExA9cgDbIgEglAqOTwxmd/OMKrLu8IicVxTEiKYw+mxOpIBClUxJ+TDlxbs4ak8j8/Fj6bC7kUgnROgVKYfjCSXqvkWS1F1BDRBrItHiBXGqB/GN7U0FOSHJjQ/jHmSP425f7kUgEPthSz43zc3h2TRXdFidquZS7T87n718doNPkwOnx4nB7UUh9VXt7bYdy7KdmRrKitI03N9eRerAsxkc7mpAIoFPJGJ0Uhtnh5swxicSEKLnto30Y7S4kgoDV6SFMI+ep80ejkknpMvk8/kv3NHPj/ByeX1vlu89qFbx5diIhvaVcvsBEjZDChzUKLoqsxGZooUbrYYsni7iobEZI68gVq8lz78AdG4so17LPrWZZqw5RnI1GK+PN1XXMyTKz8opUbl7Zzrz8GNr67Ly7rQG9WsYrl44jKfx/I8fw50YQRZ5YWUmfzbehUN1p4ZnVVTw/RJ1Uj8fNU+ePprrTgtXlQauQkhmtw+Me/BnkFUX+efYImnps/n6JYeqha31LldBZDtpoiMgEVSgYqiB2iHWc6IX0WZA+E9w2kKmhZm2/nOf/ZqJDVCwsjBtaITnIsAgaqUECKG834fJ4SYv8eR4y549P4c5P93HOuCSKEoNep/8PdpeblzfU8MzqKn/bFVPT6LO5ONBqIitaR+YgIVjb67q59JVt/tyqvLgQbpybzZPfVbKkKJb7Ty9Er5Jjc7poMzq5cV42AnC2cgtRS29gdPxEzl1wGWZNCpGpBaQfLH1zysgEihLCWFfRSZROwTMXjsFsdxOhVXDnJ8XcuCCbzJgQBAH2NPTy5kHFyHCNgpxYHQdaTTjd3oD8mlNHJfBNSRvhGgXJERpaemw09Vi5emYmb24o4+Go5UTveRaAKMA04x4q0i5DIsD9M7WM3fBbZAafUnFWVC5XTX0Vqb2X33Q9gnzbdwBkCBKemfcSZ6zU02tz02NxsKQoDqfHw8UJbYR9+Rswd/hOSB0Os/4EK32hc0LVKmzTbh9U6TBIf7rNDmRSAb362ARXPF6RdpODf31b5p+/2TE6bpw3/M22CKkLhUzCw9+U+efa6ORQ/rZk+GN0qVJJ7FqG8MV1/k2K8Iw5iHPvPYZ3E+RERimXct6EZCZmRGB1eKg3WHhyVQXnjEtCo5QhkwiMTNTTZXGwuCiOtCgtX+5roSghlCidgkdWVPiNkNgQJW9cOZF5+bE0dVv5tsQnjuQVwWhzc+bYRKSCwPc1BmxOD15RZHJ6JBKJwKaqLl8NTafvHEBkRGIoxc19fLi9kSunpaNXyZkTZyNj1VXIO/cDkC1TMu+UZ+ipKeMOwxLWbK8DfLmvL56VwoLvLgV7Hwqg9dR3+ee2ZnYcTPmQSQTuXJLHKxtquEG9k/8smMntm7y8u81XxsRoc1PVamBCRrD81o/BZHf558YPdJmdQ5bjCtMoWXmgmde/r/O3XT0zgzNGDx5+q1FI2dvUxyuHRZ9cOzuT9KjB139ehQZJTx18c1hqw7Sb8CZPHjyHUBMFUTmw+u+H2iZfB+pgOcIgAxPMSQ0SwIr97YxNDf/ZSsPo1XLOn5DCbR/txeX539lN+yWo7rTw7JqqgLa3ttRzzjifgNILl4wl5ighWBaHm0eWl/sX+ABlbSaiQpTcuiCHMSnhfLSjkTc216FSyGg32tlcY2BevJ2o9fcAoGzdRt766xn/7WmkO8rpMNp54/s6znl+M4+vLCcjWst72xr4z4Zauq1OyttNdFkctPTa+PeaKp5cVcnaCl+okkQAt+glLVLLnUvyGJ8Wzskj4hidHMZtC3PRKGT8ZloaerWceoOFxHANZrubj3Y2cWGGg+i9/w54fyGbHsbUUsaIxFBOCa33G6gAQlc5p8UauCClB3nNd4c6iV4yt93LFaM0RGskuL1eKtpNTEyLRF+3/JCBCmDrgY5SiPQpGrtiipAHc1KHTUuvlbe31HPJK9u48vUdfFvSekx1UrUykaV7WgLmb2WHmT7b8PNJu7wanlldFbAZsqexj5ru4Y8R56hHWHVvgBddqFmD0F01SK8g/21IJQKZ0TrqDBZC1QrOHZ/MtrpuGgxWMqN1vL2lnmcuHEOP1cmnu5qZlxfDmWMS2FbXE2CEtJscfHegnbw4PXGhKh49ZyRTMiKZlB7B0xeOprXHp9be3GPj8z3N3L4ojz6biw6TnRvmZjM5PQIR6LW5sLm8/GZaGpdOTiVMI8fh8qKWSwjt3OU3UAFwO5Dt/A+lcaezpuaQmJ5XhL+s7KCj4Ep/W0mfwm+ggk+h/Z2tDZw7LgFtdwnhxa9x3yQYm3BoOy7S3QEWw09/0X8FRCmcHKkbKJMIRMgGvwd1W1y8sbkuoO2VjbX9cqWPxGT38OqmQJXel9bXYByi7JbgMMHW5wIbNz+D4OifDx2Axwk7/hPYtvUF8A7/Hhvk10XQSA0SwPL9bYz5kSF3P5aZ2VFoFFKe+a5y6BcHOSpGm7tfhKnHKyIIArOyo8iKPXopDavT3U86HaDb4iBEJeOhZWUUNxvZ3dDLzR/spTBBj0wiYDX3gX0AcRqXnQ93NHLv0v1UdphZV9HFrR/uZWpWFFtru3loWRlROiUahYzixl5uXxSYx3L1zAxkEgnZsTpW7G8lVC3niqlpXD8nE41CwqoD7XSanJS29lEQH0pyhIZzxyXT0G1F6zX1D7X1usFhZE15B+6ewOLl3ogsljYoMHV39n8fphZGx8qoMrj4dHcr1Z0W9rf0IRgq+r+2t8EX5qsKwzHyUmTC8av99r/G2vJOdjf0sKAglhnZUby3rZGttd1DdzyI2+Wkvrv//DWYh2/o2j0Smnps/dp77cfwOXqsgZsX/sGHL+D0A43dVrbUGKg8GN0S5MSjw+Tg7S31fLa7mVk50YxIDMXmdHPmmCSuf3c331cbmJkThUQQ6LO5B1QuL2830WWy87elpfzp02K8oohEIvDYigryE0K57aN9bKzqYnRyOH/6ZB+7G3spaTby6IpyTh+dyKoD7eTGhqBXyWjqsTIyKZTTRsaRFaOmxWgnxt3S/8R76un19N9EazfZsWoOed8Gek1Tj5U5KXK0NV8jN5Rhckm4b4wFgKkpakYYV4PL8v+4qr9eksU2bp0SmIv/p2l6ksT+5YcOx+H2Dvjsdw6hCtxndw3Yz2gf/L4p2noHeMZ6EG39S7MF4Lb37yd6wd2/xnWQIBAM9w1yGF1mB3VdFvKOoS7gT4EgCFw1PYN7Pi9mVm4041KD0vU/huQINRFaRUAJjVi9knqDlQ2VXUzLjj5qX6fLy7y8GN7fHqiylxalZXlJe7/Xb642MCo5lHqPyJjEqSiavz/0R6mCVm0uL284ENDH4fbidHsRBN+DsLnXxlMXjCY7Vke4RsHkjEjK2oxoFTI+3tnIC+tqUEgl/P2MAt7f3sh72xr97/O309OJ1CpQySRUdZr5bHcznSYHF05MptLpZYo63Ofd/AF9IiWWUDyijbbwcRwejNaWezEvb+xj3qkZIEgC8mM8OaeQHBPFVV8eMkq/O9CJ65TFKCq+DXh/3sJzqPVEopuWQmzfHlDOPur1DnKIXqsTh9vL/hYja8s7cXm8jE+LoO0wFdWhEKUqThkZz6ub6gLaM49BoVwuFzhpRDyf7W4OaE+LGr4yo1MTjzJ9FkLtukONEilEZAx7DIAt1QaueXvnwdxYgXtPLeSccUnBUgYnGIUJPoNiSVEcJU19rKvsAmBUUihXTksjTKPgubXVdJocSARfSa8pGZFsrjnkaZyR7SuDtaPed7/6YXNGIkB1pxmnx0t2jM6vFHw4X+1rQSKATCrh5Q21/vlyx+I8KjutuNwitsQCjpzBYtFZpMeEIhHaAgSWFmTriW1a7v89S2XyC+n9wKlF0RRuvwu8HprSzublYi+PJ5fx0RkTSW35hihXN+iC9c9/DB51OJcb/87kJefS4g4hUWYkt+kFzKr7Bu2nU0n7PftjQpTohhDsSQ5XE6lVYDiiX1LYEKJXoUmgjQJL16G2kDgIHVz8yKsMQXJkP10solLHzxO7F+S/jaAnNYifjZVdFCWGIpP+/NMiQqvgymnpXP/ubnqPoS5hEGjusfLpriY+2N7IE+eP8m8yFCbo+f2sTD7c3kj4EGp9UplAYriak0fEI5UIhGvk3HtqAZ1GB6mRGm5bmItedeiBNyUzkpRwLdtbXHxU8DQNc3z5n97wNHrOeJvtHRK0iv4LaqlE8C94wtQKZmZH02Vy8tqmOjZVdZEUruHp7ypYW+F7iDk9XjpMTr+BCr4af+srutAoZHxd3MqBViNVHWb6bC66zE6qXRHsm/kSrugiAFzx49g17XlGhrv4duJekvp24j33TYgbCRIZsvAUtEopJe5kque+CPoEEAQsGUvYlHodziNqzVmcbr425/pKjSi0EBKHePYrOCx9hHTtRe0xQtbCY/wUf73IJNBptHPGmESWFMVxzrgkxqWGH5vulCCQGqnhlJGH5u+N87L7hc4NhihKmJMdzslF0UgEiNYp+ecZecf0kGx2aGDO3YiZ83wNoUmIZ75IjSJn2GN0GO3c9MEef1ioyyNyz+clVLabjuFMghwLXWYHy0ta+ceyA3y2q4nmATzqAzEyKZRXLx9PWqTWb6AC7G3qI0yj4OOdTXQeVP31ivD8uhrOHpeIUua7P96yIAeLw41XhCMzbERAIfPNPrvbg1bZ3+DQqWTMyo3moWUHAubLg18fYFxKOPWtHfSJGsRFD4EmAiRSnKMuxZhzDl6nlX+dPYL4UBWCAAvyIvnT1FDUDt/7EGMKyYgN5+4l+USHKJEIcGphFH+ML0XRsJ7u0dfxvmkUcsGFIFMwYecdaK1NNI+8gU/3dtA0QGRDkMGpd0dSOfpPNItRFHfLaCGaipF30ugJG7yjCH+cl0XuwWipgng9f5iTyVC3UK9X5IYB+nmHCNyQuJ24z3oVMXaE7/Bxo3Cf+TIS1+Abiza3BE59Gg72I24UnPKkr/040dZn48u9LTy0rJSv9rXQbhzedzvIiUHQkxrEz5ryDgoTfjnxovFpEZS1m7jx/T28dsUEJMeywvyVYjA7uP3jfXxf7duZl0sFXr1iAtvruqlsN/Pg1z5v5kUTUwYdJ06vJiFUzYr97Vw7K4ORSaH8+bMSOs2+DYMQpYzfz87kkeXljE8No6LDzFsHBY4+2gmTMjK5+tTvqWq3UFoiZ01FCb+dnsHjKw95IKNDlLg8vsdmqFrOxPQI9rf08V1ZO6UtRlaXdSCXSrhtUa7/vJUyCUabm1C1nFNHJaBXyVhf2cn2+m7OGpfIldPSD+aFyemzufh4ZxMzs6PoKxjDgYXv4DIbONAnY4ysj7HfXQrOg2Fo26VwzuugjiCm7Gv+NPlk6kxuzvg+lN+MfokknchXNSLrl/aw9KoEpqRo2NxwaNG1vlND/tRrCE1eQohoQffpRagdJp9Q0q4n4dLPISywXlqQgRERiA/XcO8XJX6vjk4p44EzioY9hsPp4dnV1cSGKrlmZgZWp4d3ttZzyeRUlowY3hhuj5fRxjUssn/AHfNOR23rIGrnX6me+xwwPM+QTCLQun8LMTNuR5h9F6JEgbj1ZdyFBcDw5kOX2UGbsf9ir7XPzojglPrJcbg9vLC2mv8cJh4zIzuKpy4YQ4Q2UMDLZHfRY3ESqlEQqpajkknpMNn9XtDD8XhF9rf0z9Fr7rXxuxnppERo6bE6KYjXs6OuhyunpvkN05Wl7UTplKRHaonWKWnstnHp5BCUMok/71omEViQH4tSLqF1gKgDu8vDA3m1JHx2i8/rNeJcvNpYVgvTee7LPp4bWcsyQz7z830h9jvruzF7RapmPIVa4mJ3l5T9xQ6yI9p56txCNtUaKUwIYW2TC9n4T3iz1E1Nl5X3T1bQph9N8ZjpvLnXzPhaBTanife2N/L8JeOI0gVz84eLzenhjR025DIlWTE6vmwwIWm0c/HEIcJ2bS4e/PoAiwrjWFAYS3WHmb9/dYAXLhlcFdhkcwzY740rBu9nVccirPsHsqhsyF2E0FWJa+d7uGbeOqhYoF0ejmbbkwgH+9FVhVj8Eeapf+F4SHWa7C4eWnaApXtb/W1nj03k/tOLBtz0CXLiEfyUggC+8iObqrr480m/bNH5CyYk849lZTz1XSU3Lxi+9+HXSmWH2W+ggm8X/faP9vLk+WOQSyXkxYUwMyeaUUlhg47TYbRT2trHb2ek02my8+qmOr+BCmByuLE43Px+ZgaTMiK46o0dAf231vQwJSOKeqOCkpY+jDY3IUoZD51ZxO6GXiK0CiZnRlLbYebPJ+UzKycKs8PNnz8r5kCbidHJYfz55Hz+9W05+1v6SI/SUttlweH2KU3/bkYGb3xfR4/VyeKiOP44N5sVpW18truFCI2Cq2dmsKy4ldy4EFQyKb99YwcKqYSLJ6UwLTuK+MqlhwxU8JWK2fGKL1c1IosleSo2mnSYHG6e3npoYVkQH4JKpeS+aSp2F0VS0uUlJkxLU7cVr6EKWcM3SDUacBzm5RK9sPEJSJ4E8mCtwKFwebx8W9waEHZodrip6TIPewy5QsrY1DCW72+npPnQ5xcfOvzrnyQxELLrn2BsIbXpUPh6grUcGD2sMUK9PRjUcVy/2sXyym4Sw5Q8MPU8xrhageGV2YrUKonVK2k3BuZpHct7CTJ86ros/cRjNlR2UdluYlLGIdXR4qY+/vblfnbW9zAySc99pxURoVHw8DflXDSp/yagVimlKEFPyRGGqkomJUQp5/l11dR2WZiWGcmlU1Lxdoi8tKEGh8vLxZNSWFwYx8rSNh4+awR7m3ox2hy8fNl4NlV1YXa4SYvUYLS7SFZriA9V9TNUR4Y5SVnzT98vli7Y+iISIGPms+xrjaB2RDxzIgxcuKIXENla201+fBZ3fLyPMI2MN+Y4WNL0V6TF1XiyFhA24g6+axdIS8hgW203C/IF5ie6iRBMfNIezUsb6jA73EzJlSBVCmyv66GizURUVtBIHTaCwPTsKD7e2cS3JW2MSAzlrLGJ/bzsRxKikiMRBL7ad8gYU8ulQxpi0QrHgP2i5INHs7n72tAf+CSgTQ0YR1+KOvboauh6ay3CgS8D2gQgbPRlwLGlRAyHmk5LgIEK8MmuZq6Yms6IpGA1if8GflYjVRCExcBTgBT4jyiKDx/x9xTgDSDs4GvuFEVx2c95jr9WqjvNSASBWP0v+0CRSSRcPzeLv35RwqjkUObmBXNbBmMgYYQ2o4MQtYwb5mYf0zjfFLfxysY6rpyWhsst8oc5WcgkAhLBJ4Pfa3Gys7EXhVyCd4A4IqVMQkaMls/2NJMXF8Luxl6W7m0hPlSF2e7mxfU1vHXlRKZmRdHcY+XcF7f4Q9T2NPZisDg4a6wvFO4309LoMDlQySQkhav58+cl/uOUtZkIUXbw8U5f7mCn2cEjy8t57uIxlLaaePZgCR6H28sL62tIidRQaOvtf8IOo690zK7X0YQkEJd8MdfMzOClDTWIIkTpFPx5QQp7DlSji8vgme8PICJgtrfzj7MKcdl7iK76GDLn9B/b2g3i8Otr/ppxe0V6bf2FOky24QsWOd1epmZGcaDVRMPBMMMlRXEDCtUcDSUOvLpkdi/4iCqTghCFQJFjF4ne4YctuiVKHipP4Lsq36ZFU4+Dq75x8tmlGYwc5hixoSoeP2801769E6PdJ7bzl1MKyB5E+CzIj8flEQe8nzkPE6tqN9q55q0dtBw0BPc1GbnqjR288ZsJ9NldmOxupmZG+jcMC+JDaDfaOX9CMm3fVdJldiIIcNnkVEKUMu77qtTvEd1cY2BefgyPrjgUdfLqpjrCNHI2VhnQquS8ubmON66cyJryTr7a18r5E5IxOzxIBJBIBK6ZmUFLr42RSWEY7W4UMoFeD+Dp/72Siz4DxO6VEibYOX10MrlxemJCVChkEv5ySh7RtjryV1/sF7SRVq0ky9bH27q/8diqSiK1Ch47KZF8sYZVvYn02tz+eq7FTX3kxfvmqmMI4Z4ggcgkAg0GM9fMyqTb7CBSp2R7nYH8IXRCPB6Re08t8JUkcnnQyH05quJAE/sw1BIvN87P5qlVlTjcXlRyCTfNz0YjGfzeq/QOHDKrOEr7D4hHCwc+TsJJJruLsSlhzM2Lxe72oJJJWXWgHdMQwlBBThx+NiNVEAQp8G9gAdAEbBcEYakoiqWHvewe4ENRFJ8XBKEAWAak/Vzn+Gtmc003BQn6n630zGCEaxTcMDebWz/cy+d/mEZq5PCFS35tZERriQlR0mE6dJOfkRVFasSxBc8kRWi4aFIKj66o4MMdTTx5/ihu/Wif34jMjNbx11PyeXd7I+lRWsanhgeEuMXrVYxODmPpHp+S5LSsKN47WDvv8B3+LbXdOD1eFDJJv3pwjd020iI16FRy7vm8xJ+TePmUVCalR/gFRaZmRvL5nkBxG4Beq4v1Ff0VejdWdTE2Yy4RxUdI3+cs9nk8ZSq2qGdwxWvF5MaFcNO8bHQqGROTtCTtf54HK2cz09PHeROSkUslTE5UMGrTH7AseRJvSSqSqBz6qYtM+YMvXzXIkGgVUk4aER8QGikIHFPd5DCVFIfbw4zsKCJ1CqSCwLba7mMKNbShYcfUV7nu/WL/4npqZgr3LUhkuNs9bR6930D9AY9XpNosH7aRCr7vz1c3TKe510aEVkF6lM6fnxjkp0MURZLD1czNi2Z12aF7R3yoKqCmdGO3lTajnbEp4cilAjvre+i2OPGKIgvyY3lrSz0LCmK5eX42EkEgIUzNbR/vpSghlGtnZZIQpkajkGJxeDjQZgww3pLCNexp7K/+/E1JG+PSwkmL1PDipeOo7jSzudrA5VPTeH5tlb+8SEaUlj8tycXlEXn42zK/QnWUTsEbp31M4adzDw0qU1ItSSVM4yVL2kqpbhJtVT3cc3ATUCmT8NLFoxmr6ulnOCiat3H6Yg9bmjV0WZyk9GxEtfF2Tg5PJ3PufwhVZ7Ohsov9LUYKE301YbOPQbgsCEgloFHK+eN7u/1tN8/PRjaEXppSLqG+28qL62r8bdfPySQrdvB1QI1FzjtbKvndTJ8XUxTh9e/ryI3OZTAJJKlKA5FZYDistFZMPjLF4NEe3shsxMgshMP6iTH5eCKGv6F+LISq5YxPjeDRFYdKzl07K5MQ1fE3fZxuD4qhPrggQ/JzelInAlWiKNYACILwPnA6cLiRKgI/6G+HAgNopwc5Hmyu7vInz58I5MSGcProRK55ayef/2FaUNXyKCSFa3j9NxN5dWMN2+t7WFIUxwUTUtCpBhdKGohTRyYgl0owWBx8uqs5wIis7jT76qbqFHxb0sbrV0xgVVk7Gyq7GJUYyuljEmkwWBibGo5CLsXj9ZIQpqaqIzBkUyGTcPdnxTx7Uf+cF7lUYFRSOFe9sT3A3ntjcz03L8jxG6kdJgeJYWqMtkBjwOsVSQxTs68pcMEXq1fxwF4df53/GhmlzyP1WBHyT4HGreCy0VP0G+7d5MDp8VLc3Edxs6//U+cVsd41m9I2CwsKpTy5qhKvCPeekse62PtY81EzD89+kGzDGmSLHoaST8Bpgqk3QnZQOGm4SEQvLpebG+dl801JKxqFjJNGxOM9ht11r8fnzdKr5CwrbiNMLWfJiDjsjuErBBsI5V8r9wUYEN9Xd1M8NonstGG+F8FnHHSZA8Plhlq8DURKpJaU4AbdcaO4qY93t9VT1mrizLGJLCyI4/l11UxMi+DK6ekkhB3KrtOrZdx9Uj7rKzpxerzctjCXVQfaqO60kBKp4eJJKWyq6sLtETl7XCKdZjv3n1bIzvoevtzXymmj4lHIJFR1mBmTEljirdfmHDCCKT1KS1GCnlc21HLSyATUCgljU8PZ3dATUP+ypstCY7eN1j5bQAmlLrOTD6rl/HHu40TtfQ5XWDpVudewplbHm6dJ6XFpaLXLA0o9OdxeHv62nM8XDrC5o9Qzyb2LL7Ma8BadR8jSJwEQempJ7FjH6vLJhKvl/PnkfMpa+3jjyokkHeNm6a8dt8fL82urA9qeWV3FpPQJg/Zzery8vL4moO2FdTVMyYw6Sg8fcrmKlj6bP/oIfPcwxRD3K5nHDaMu9NUGb9kNiWMhKg+ZOLgHViW4Yf7foOxr3/M3ZQpC7hLUHB9Pqs3l4ZUjQvlf3lDDvPyY43I8gNpOM5/vaWFNeQdz82I4fXQi6cegEB8kkJ/TSE0EDq9v0QRMOuI1fwNWCIJwA6AF5g80kCAIVwNXA6SkDC4IE2RoRFFke20PCwvifulTCWBhQSxlbUYe/uYAfztt+CIqvzQ/9/wsSNDzj7NHYnW40avlg3rDHW6PP9czNUJDmOaQMEhqlJZrZmXSYLDwm9d39Otb22UhJULL1MxIXv++jvpuKyMTQ6nusnD/V6XMyI5mRKKepDAVubE6cmJD+OsX+3EfDDkqSNDTZXLQbnQQrhQ5b3wSH+5o8o9//ZwsnB4PFmf/MNnDnUgbKjr55zkjufmDPcSHqjllZDx6lRylXMrE9Ag2VPpytgBiQ5RMSgnhtU11nNyoYkHWX7ljlp7U1X9AaC8GwBKeR82uQ4s7qUTglJHxSKRyHNp4Fhea8Iqir3arVIJOpUAihDE2Vc63rXJ268/hpGw1YemzAQ/ok0B94ua7nHD3T7eNUQka7viinHGpEdidHt7eXMejZxw9t+lIPG4XH+9s5JpZmdwyPweZRODr4hbM0VoWDXMMs9s3x4+k2zr80LAQmZv758fyhy8a/RstczI0jA0LKp0Ol+M9P0VRZF9TH2vKO1DIpFR2mPnrF/v549wslv5hGhqlDPkRCvfdFhcPLjvg/0y31HTz74vGIBV8OXwSQWBsShi1XVb++sV+7jutgL98sZ9e66F0hiunp1PSbCQpRMKpI+MobjZy8sgEBAGmZUaysrTdX6taq5By5phErn93N89eNIbl+9spazNyx6Jc1pb3r8Pba3UOWOO3uMVE1YhTeLwpFxtywtq0TEwBnU6GWZGJqqW/YnR1lw2r1Yos7zSkZUsP/WHKdbD1BbSmVqhcCmc8DzVrYO97hHQX8+ZJc7C7RVSKXs4fPwL5/7Dn/3jN0V6rq1/oudsrDlnxwOp0kxGl5Q9zsvGIXqQSgadXVWJ3DW40quUSrpiaxmuHle767YwMVEN9droYXz3ojlJIGANtxaCLA+0Q6VnWbvjqJph9D+SdCuY2+PJGOO+twfv9SFxuL54jLqjbKx63utPdFgc3fbiXvQfLRe1r6mN9RSevXDGBcI1i8M5BBuSYjFRBEL6Eo6tai6J42v/zfC4EXhdF8TFBEKYAbwmCUCSKYsCMEkXxJeAlgPHjxx9LoYIgA9Dca8MjisSEnFgCB4IgcNW0DO78dB9LiuIDRCxOZH6J+SmXSggd4ibYbXHwwroa/rOhBq8Io5PDeOzckWTGBHrQUyK1LCqM5bm1gV7Q8WnhjEjQExem9gsnHb6oP2O0gne3NpAQruaz3c2cPyGZWxbmYHN6UMokFCWGcsVr2/nPqRH0NpUzOT2FtEgtVpcHvUpGXIiK78o6SInQ+PMKwReCVhAXwkunRmG12cgIk7KytZcXLxlHZYeZx1dW4HB7SQhVcfOCHF65bBwNPTb6bC4KQl2M3H07Hyy+lCaXljiFhbDueoT0GZB/CogeIqKSmJMbzaoDvsXfrQtyWLq3hS/2tCCVCFw5LY3USC33flGCxekhSqfg76cX8X1NF6/tr+N3Y7TI25fB7pd9oklpM+DUpyAy8//1mR4vTrj7pzKEV7eUccmkVAQBBARy4kJYX2NiYu7whnAJav51zij+sayM0lYjEgEunpRyTPeMUJWcOXnRLN8fWBc45Ri8QfGuBmJ338Jni26kxhVBuMxBYc+3RHYVQurxCWn7X+N4zk+n28uy4lbu+tS3QRWmkXPrwhweWV7OSxtqOG9C8oD30W+L2wKiO8Ykh1HeZuKFdTU4PV6Swn21m7/a18pFo0Jxudx+A1WjkOJ0e3l7cz3vX1FE0bY/0R0ziS8Tl/Doymocbi+f727m7pPyqe4w4fb6vFlvba7n+YvHUtzSy9iUMD7e2cRnu5tZXBjHgdZA4zIlQoNMKmFFaeDcnZ8fS023jel5CVjsTsKVIokhUmocIbyzvpLx6f2/H0tytGj2PIWQPJb6xW8Q4e0mxNMDpV+A6aAIjaUTmrbDnndhxq0IopfQd09GP+FqhIm/DdxV/B/keM3RWL0SvVqG8bB8/AitgpiQwT2b0VoF187O4t6lJRjtPjX8+04rJEo3+JpAKROYnhVJtE6J1eVBq5CSFxeCUj7E59dTAzIFTLsRLAZf5FDLXuiphdi8o/cLS4Xpt8B394HoBokcZt4B4WmDH+9HkhKp9Sv//0CEVnFM9/RjobbT4jdQf2BXQy81nWbGpUYcl2P+r3OsntRH/x/HaoaAMPekg22HcxWwGEAUxc2CIKiAKKD/1mGQn4yd9T3kxIacEPmoR6JTybhsShp3fVrM8ptn9tvhDjJ8djf08tJhIUF7Gnt5ZWMd951eSFufnQOtRpweLw3dVsakhHHG6ASW7m1BIZPw2+npNPXYeHJVJY+fN6pfCiZAQpia+QWx2F0eRiaG0mCwEatXolXIWF/ZQaxexYKCWKaYv6Ek4Rzu+qAYnVLGldPT6bY46bO6mJAaTkaUjne21lPRbiZOr+K3M9K587MS3jwtjJyqxxE2rkM4dyNlFif/+KbMf/yWPjsvbajhiXOKOGlEHHd/WkKKsxNd7bdMqv3WF7ah0ML4K2HLc/5+GuCGC3ZgdrixOT3saeylrM23CPR4RV7eUMvtC3P9Hl67y8v+FiPL97ezuDCWcZk63mo9lfQZixjdu5LYfc/Dnndg7l/6Fz8M0g9BFNEqZShkEnqsLmQSAa1CiigOP8RfJRf5eEcTpa2+vFavCG9taTimhYHT5eSq6ekYbS4213SjV8u4aV4OYarhn4eIFEV3BaPX/iZAD9iT/tzRugT5GanqMPPkqgpunJeNweJEIZNgd3k4b3wSn+xsRnKU76viiEX7vPzYgDy3ph4bn+5q4rHzRhGtU9DQbaMgXs9poxLoNDvQKKSIIgiil48iryUiKokHPygN6P/M6koyo3V+pdVJ6RFIJGBxePF47Px+Vgavbarj/PHJnD46gS/3tiCX+kTm9Go5XtFXauzjnU14RJFzxibS1GvF6lJy7/pqf/mvjCgtY1LCWFPRhcHq4qb52by6qRajzc3sjBD+mFqPcu1m3F4n/2o7iZnxYZy/7VzwHOHNEwSw9cC6f8GC+8FlRfj+SUgaR7skmj0NPdR2WcmLD2FUUhjh2qAnaShcHvjnWSN56JsDfo2Gu5bk9avVfSROL9zzeQk2l+8Z1Wdz8ZfPS3j1ivGD9rO7RW54bw/Ww6KXQpQyXv/N4P2QSOH7Z/q3DyQieDheJ12t9eyZ9AqVZgU5OgejWpcTlTt0uG+XycGexl4qO8zkxOoYlRw2pOZAcoSGly8bx+0f76PeYCU9SsMj54wiMfz4GKlHK5solQTXrT+WYzJSRVFc98P/BUFQAymiKJYP0uVwtgPZgiCk4zNOLwAuOuI1DcA84HVBEPIBFdBfCSXIT8qOuh4yo0/cmPkJaeGsKe/gnS31XDEt/Zc+nf9Kus0OSpr7i3N8V9bOVTPSufWDPZw8KoGHDgtpm5cXzWtXTKDP5uarvU3MyfOFg1scbhYVxvFtSZt/nFFJoZS29vHG977aqYIAfzm5gNouM29taeChM4twebxMSlSirfgGi24+DreX2xZl8tiKcuwuX7CERiHl5vnZ5MXpuX5OFltru3lqVSUmh5vfLTPyze/fQOvoIFtQUVXfP2Snst2M1WajrkvKJZNTeP97K1OyzyCk8nPfC5wWvGHpSBTaQyVp5BqS3PU8dVIG7Q4ll7+zv//1szpRy6XYXB7SojSUNPdRlKgnXKvg9x9Xo1fLuLhIAzFnMmW0G33ZVzDtZlCdOHneJypur8jpoxO54b3d/tDwULWcp84fPewxem2egFJMP1DZ3j+c8WjEy0ysa3Jz+ZRUrp+bjUwi8MWeZkYkDv8zbJAkkzbpWqQ9tT5hLmML4t53MIbmEz509yDHmdZeK5dOSeXBrw/4wyqjdAr+dmohyREaEsLUdBjtCAJEH+a9WlIUx2ubav2Gnt3dPyVhX7OR8nYzL2/o5Po5mZwxJoHHVlSwqDCOKJ2Cyg4TankUj6w1cv3c/uGbB1pNzMs/FC45Pz+W7XU9hKhkvLC2mjEpYTxyjm+DMDFcxakj49lZ38uK0jZeWFfDhNQwfj8riymZkfTZnOhVMpoba5Gj5LIpqbyysQ7wCZL9IHpnsjmJEHv44NJc3GYDcd3biN5wLwC1Bdey8lsTsaGxeCdcg2TLYUZJeBr8oJjuMILxUNpGr1vGfV/uZ1nxoefDdbMzuWl+dlBIZghkEoHPdzfx99MKkUokuL1ePtnRzOXTUgft12l2+A3UHzA53P1y44/EYHYGGKg/9Ou2DJ7i4FWHI0mbBYmjIbYQWvZAVxVeZSiDmWNmi4VHrKfwwTYT4NMLuHTUqdxlMaMZZD/R7HDz6Ipy3t9+KGPw0smp3HVSHhrF4GbMxPRIPrl2Kt0WJ5FaBZHHsW5vRrSOObnRrCk/ZLbMz48hI5iT+qP5UTmpgiCcis+rqgDSBUEYDdw/WLivKIpuQRCuB5bjKy/zqiiK+wVBuB/YIYriUuBW4GVBEG7GF1Z8hSge6a8J8lOzu6GHs8eeuFXiBUHgvPHJPLainAsmpgRFlI4Bs8PNytI2Hl9ewXkT++v1TUiLoKbDTFyYmk93NQV4R78r66QgIZQX1vl24QsTw3j4rBGIXpFTR8YzIjGUPY295MaGMDIplKvf2unvK4rw0c5G5uT6BAqeWV3FrJxottcZOCttMvHOGnLjktnb2Os3UAGsTg9lbSZ/rdR3tjb4/1aUGEqtSaDHGsEDX5Vyx5yEfu8nMUxNm1Xgbx9sRyGVcO3sTPZq7yY3eSZh7d8ji0inUTuChulvktezFpVMQJ44iog1dyKY2wmdcRdjk8fwXXl3wLiharl/YdrUY2NKRiSjFGE8u6aKGalqHshvIHX3I1BlwTn+aphwNSiCoiHDQUTk3W0NfgMVfJ6AvU29zM4bnsCFTiGlKFEfsDgASIkc/mfQ7glhX1MddpeX4uZWokOUxIepaei2MmGYe2NSwYM9YxGa3f9B+PpmxPA0xPn3U+mNZ+KwzyTI8SIhXM2za6oD8v66zE7aTXaWFMbx5uY6nvmuCgS4aX42p4xIIFQjZ1RSGB9eM4Vlxa3+SJEjyYjS0txjY19TH+0mB6tK27l9US7vbWuk3WhnQUEsqVG++agYICIoNUJDgt5nfI5ICuOTXU2cPDKe/2yo5Ya52dQZLHy7v5XJ6ZEkhCn5xzflVHceSsnYXt/L1OY+nl5dyWOLYpjTt4KQ0pdBGYJt1r2MPXcMXx3oZUqaHrlU4LxsgfOF74ja+QbeA5HUj72LvzeM5vyTV5Gj6ubz6lB+O0PN4gQLEmc2nPw41G4AfbwvImXj474DywJDUSuEdJYVB4r4vLi+htNHJ5I7RCmVXztOj4eLJ6fy3Npq9jT2Mj4lgmtmZeDyDp5DGaFRIJcK/k0U8KXJhGsHF1DUqWQD9tMNpX4rAjNvgfWPwLaXIGkSzLiFQbIBAahxRfJBSVNA21t7TVwwOXPQKtI1neYAAxXgrS31nD8heVgq8FE65TEpvf9YQtVyHjijiPWVXWypMTAlI5IZ2VHo1ccuZBnEx48VTvobPrXetQCiKO456CEdlIM1T5cd0fbXw/5fCkz7kecU5EfgdHup6jSTdoLv9KRHaUmP1vLRjkYunZL2S5/Ofw276nu4+YO9ADR0W5mRHcWGyi4AYkKUXDc7i9KWPkYlhrKnobdff5vLg0wiweXx0NRrY39LH7cvyuWG93ZTZ7CSGqFlT2MPLk//TY5ui9O/k9ttcRIXqqK608r2sacxu/Hf3DL9ft7c09+7221x8ce52ayt6GBkop5rZmXSY3URHaKkqcfGxzubOGlkAn1uJdfOTOX59T7vrUYh5Y7Fudz1abE/NPfepft59sIxVMSehCFkIfFKOwnt63izNp/itjk8N1tk7Bfn+GOXVavu4uaz1rCvWUmn2ReCdGqeniy9BwHfI9jq8DA2JZymHhser8gdhUZSV9/oP3/Fhn/C4n/6QqKCDInLLWIYYMe/ZwixkMOxu0Uum5JGSYuRzoPlmObkRh9Tnr3DK2HVgXa+2tdCZrSOXfU9dJod/P30wZZPgYTKPGi2PolQ7nvMCe37ET66nLEXfwbED3ucIMeHKK1ywHlldXoobjHy1y8ORVH8+bMSIrUKFhfFI5EIjEkJ9yvztvfZ+c3UNF77vg4AnVLGpVNSefhg+oFaLmNufiz/+KbML9zy2e5m5BKB/PgQttV2c974ZD7c4Vt4axVS/jgvm83VneTEhmBxuFlcFIdeJWdaViQPf1tGnF5FYrgajyjy1d5W3B4v183ORCYVkAoC5e0mnG4vBXF6FvI9us3/8r0RWw/qL65iyTmvkzE2iyabk8smJZNU8gWR258GQGLvI33V77hkzrs8sMnNjfPzyUx0oZJL6XKJuBGRfXsnpM8CbQzW8lVUzXyZdreapNhYsnbchxzwFJ1Lq6P/d87jFQf0PgcJRKWQ8fjKcqZmRjE+LQKFVMKL66u5dcHgyfmiV+TOxXk8dHC+ySQCd52Uj3eIMGGX28t1s7N4dk2Vv991c7JwuAb/rDxyDa51j1CRejltiX8gXmYme+OzSBb8bVBPap934JDvPs/goeBHeomHaj8ch8tDZYeZ1j4b8aFqsmN0KI+joyNKp2RUUihpkRpC1fKfxTj+X+bHGqkuURT7jshhDHo8/wspazMSH6r+r/BOLimK59VNdVwyOfWEzJ89EdlS08XYlDDqDVY+2tHEwoJY7jk5n+wYHdmxISSEqemzOtjZ0MOSEXEBKn+CAJFahf9BkBmtw+n2sLqsk7I23w5++cFwyjCNvF+e6kkj4vnmYMjXRZNSOH98MrNzopFJBLwjn2Cu04hVksSmqsAwzdNGxWOwODhlRByCIOXZNZXsbeojKVzNjXOzUMqkPLGyArlU4NxxSbx82TiKm/qI0in5dFdzP3XgsjYjTT02Grqt1Bus3DB3DpdPC6Gxx0q+d2W/5NqilRfy9sUrqTLJ0CkkRFhrabYZuefkAkLVMuLD1HSZ7OTG6ZidG01i10f9L/zuN2HMJaAM1gkcCqVcyvkTkrl3aWCY9ZSMwcsnHI5MJkEhhb+enI/TI6KQCRhtrmO6r8klcMrIeD7c0UTlwdJJMokwpGjJ4ehtjQgV34A6AvJOhs4yaNqOpLsSMqYPe5wgx4dovYrLp6Zx35elAe2T0iMCynD8wGe7mllcFLi5YLK5eGVTLftbjfz99EIcbi/dFidPf1eJw+1Fq5BiMDsQoJ+y6Od7Wrj/jELu/qyYscnhvHTpWGq7rLi9Io8sL+fe0wp48OsDfqXezGgt951WSG5sCHq1DFEU+GpfC2FqOX9aksudnxRjtPtEdqZmRnLV9Gimp6jQrbm533txthRz+fYQOkwObpxk4Obqd/q9JknoYmpWhj/ftqzNxG0Lc5keoQF9IvTWYY8ewRvJD/LPb5sBEamknX+c+igpOU3sMoYS5pERrTu0yQe+dJBjrd39a6TP6mRkYjhPrKrw5TALPtV7o23wDbsQtYySlj6eu3gsVqcbrULGN8WtTEgNG7RfvF7GS7UG7j4pjwiNAoPFydqyDk7KHzyXXzR38mHMLTyx0UJapJZag4w7Jt3I2aY2iD/6pl6ISk5SuBqLw016lJaaLgvhavmQJfPSI7UkR6hp7D6kYJ0RpSFtiEgZl8fLhzsb+esX+/3X86EzRnDu+CRkx0HfxOXx8tHOJh5fWX7wuli4fWEu541PPi7H+zXwY43U/YIgXARIBUHIBv4IfP/TnVaQn4vi5r7/mhpO+XEheLwi22q7/2uUfn9JmnqsaJVyVHIpp45KQKOQ8vy6amQSgcunpPlLBPTa3Ly3rZFzxiVx5bQ0lhW3EaFV8PtZmby3tZ6cGB1njU1CLZNgcbhxetz9QoQ+3tnEY+eO4j8baum2ODl3fBKIoq90y4wMRiSFsrOhhy/3tDAiKZTm2BA+322jIF7G/acX8srGWiSCwOVTU9nb1Ms3JW08du4oPtrZRKhawT/PHkFjtxWj3c3Xxa3MyolmfFo4O+p6WL6/nSkZkXy0s5GQwx52mdFaLpiYQobMwBXyLYQ7V+MomEldWDT/2OALZSa+f6agqNQTL3STWfwPrJpEOtLPoMIeicFipbLdxNy8GJLDNbT22jlrTCISQ2L/McJSEaRBoZBhIXqxOd1cOyuTpXtbUCuknD02MUCRcSikQHm7GY1SxvKSNqJClMzLi8VgGb43VsS3mA5Ty/l8TwvxYSp+Nz0D8Rj2X11SDbaFTyAioK78EkfCVMSpf0LlMQ/qYQjy83HKyHi8osgrG2oJVcu5bVEuo5LCSI/Ssv5glMkPDBRhVNZu4qX1vlqL3VYXEWo53RYnMomEiekRLCmK48lVldy5uL/KaYxeidHm4vFzRxOikmIwu9hU1UV0iJLfz8pgZ313QCmZ6k4Lpa1GwjQK6gwW8uJCSAxT4/R46bG6SAhTY2wzEadXMScvhne2NmK0uXCOe45JJX9D07zJP5ZTE+cXdmk0i7i08cjNgWrAPdHjOVlaww0xnwBQM+4s/ryzgdCJE6lOfYPRyWHY3SL//OzQhpLHK3LfNzVcMjmVF9fXcMeiUK6ZlcHGqi5KmvuYmxfD1TMyA8qdBRkYuUzKSxtq/PumoggvrqthypWD10m1OtxcNCmVjZVd7KjrZmJ6BBdPTsViH7wEjdnm4ro5Weyo62H1gQ4mpEfw+1mZAerCA1ErSUUqNvPl+H3Etm+kLWMmq93jqJemMpiGucvt5YOzo1HXrSK0eR19ObOxpM2lwz14OHOMXsXLl47n32uq2FxjYHpWFNfOzgrIGx+Imk4z9y0tDbie9y7dz/i0cLJjf/rQ85pOC43dVs4ck8SBViNnjUmizmChtstyXI73a+DHGqk3AH8GHMC7+PJMH/ipTirIz8fexr7/mh1OQRCYkR3FxzubgkbqEJjtLv7+Vam/nMb31Qby40M4f3wy545PCqhhZ3H6Hkgf72wiVq9kZk40Rpub7Bgt54xPOug5NSIRBHptLpp6rFw0KZU3Doa6AeTH6/+PvbMOk6s8+/B9xn3WZt1dkuxu3EkCCcHdrcUKRdoiLRRapIIXp9AWKcWdYCEkJIG427q767ie74/ZzO5kN7ubfKRF9r6uXiVn55zzzsyZc97nfZ7n9+Pz/S0khWs4b3o8bq8Pg1LG3y8ppMvqxu318fCXZTT32ilMCuUXA/2rXxxoJUwj58mLCgGRHqubGmxcNT+Fq/69A+fAw2ttWTu3Lcui1+4mVCNncryRx1aVB87/xf4W7jsjD7PDzbcVHTjcPi6cmci+qgYuFp5BW7MKAE3116RHrWB+8oP0SyRslExj1rTr0O983n8gQYJrwe+wNhVjqFiJAXDIw/i2YTGT40OYmhRKVYeFEI2cOz/cj0ouZfVlxxFy0DcOQKakp/CXhMkmJmXjwe728f6uJrqtLhZnR+Jwe3lqTSWn5cdw/ozhfdQj4fB4kUgEvipuY3K8Ea8PnlxTxm9PHMUO4RA0Cik2u5upiaHMTY9AIZXw8Z4GLpg6/jLddkUc4X3vo9vi79eTVa+G4jfpPe8DQsZ9lAEsHX7LD1UIhH4P/Gx/JJj0Kq6an8qZBXHIpZJAv9i50+J5f1dTwGPZoJJxesHwvvdOs5NIvZKMSB2Pf+W/B506OZqr5iezsaqL+z8tJkKrRCWXkBmlo7zNn5XXKaXcf0Ye+xr7KBuoYPrHt9WcNiUWmVRgX1MfBfEhXDY7iZkpYQjAuvJ2DCo596wo4rYT/a0MB5OzKw+0cdcpOTzweQk/m5fMwytLAwuHq0vgHyfdwbLWc8DrQjTE0WScyh3Lo7nlnb18Umrmj+ffTsjHl4PPX3niCUkh1ttC6OpLAtUlk8s/4C/Hv8aXZicvb2lEv7uVO04e/puyuryBZ4rT4+XJNeW8/Ys5xIaoCVUrftSeqd8lTrd3WPbd5fWNWX6rVcn444pidg+07Gys6mJzdRd/OCVn1P1EqZzn1/hVpQuTQum0uHhxQw03LhndPk0miJzd+CCqJn9uKr52LecmHEdL9uOj7pck78W05haExm0AhNWsJbRhFYqlzwCjZ2+zYww8en4+fXY3RrUc5ThEuLqtriCtA/B/nl1W16jB9NFidbrZXtvNroHvYVNVF9OTQjlp0kSrx9FytEFqtiiKd+EPVCf4AXOgqZcLZvxwJkBzUsP5/Yf7+ctZk1FMPPgOS22XdZjfY0mLmd+emDXMliM1YrAkta3fyXs7G5mZHEZCuAaTQUWYVonN5eHWd/dy9YJUvi5tJ1Kv4rZlWdhcHhJCNUQblVz96g7uOCmHt7c3UNpq5s6Tsvnz56Xsru9FJZdwxZxknB4vXx3i5ecVocPs5OGVZbT2O0g1aTltSmwgQD3I5/tbuHZhKstyo3lvR7D4gtXlpbnXwaRYA+9elkVrdw+fVPdweoID7bergl6raNvFCTP6OOnDblxeH8dlnMWt515Kav82vCHJvN0YyvxEFYa4+WibNlBrnMkJ+mhe+KaabquL+FA1M1PCCNcpuHVpFv8sMTMp/58USGuRiS6qpKm8tknBE4kuDBPZgzGJ0PutiZ5bV8V7Owe/19lHsBAlk0hweXyYHR6e/roSuUTCxbMS6TyCTKrbYSEvIZQHvyhlf3MfKpmUGxen4T4C33etox3tjmeDN1raoasCkiaP/0BNu+D9q6G7CtShft/drJNBOiHA8V1xqMrn5PgQ3r9+LkXNfQhAXpyRzBGyHwlhGpZPiubtIUIu68o7mRRnDPT7n5gXxV8/K+HUglhOnRKLCGREarn7wwM09zmI0Cn4zdJMLpyRwLNrq7C7veTFGjhtSgxba7q4+a3dCMDZU+OJ1CuJC1Gzv7GPQ1sMN1R0sjAjgsYee1BlC8Dfi6RMPu01FI5u1ppj+f1bHeTFObn9xCweWllGt81FyOK78fk8ODUxtBumEL//6eD2B1EkveE9tsT7pUPMTg8hajkKqQSXd/CHEWVQ0jfgC5sTY+D96+eSG2M8rCXHBCOjkkvRKWVYnB4kEvD5/GI8Y7UttPU7AwHqQbZUd9MxhrqvzeVhSXYkz6+vptPiX3z5xcI07K7Rb3oxnsZAgHoQTcN6Yr1NwOED3DBrZSBAPYhQt5EIew2QOuo5AZQyKZH68bdwxBrV6JUyzM7BzLBBLSM2RD3uYxwJdrc3EKAeZEddD45x9M5OMDJHG6Q+JghCNPAe8LYoige+wzFN8F/C7fVR1WE9ZsbGx4JwnZLYEDVbqrtYmGn6Xw/ne4vjMDNrQRCwuz0UNfVT2W4hTKcgL8bAX8+axMsbajhzajxen0h8iJoui4ukcC2LsyPZVdeDw+2jtc/B6fmxfLqvmY1VnZw6OQa9yu9xeedJ/lXbSXFGNAoZW2u6Aw9Oh9vHC99U8+zFhRxo6g8a03nT47n/02J6ByY5nRYnZsfIpZ4quYTsGD2J4Rpa+xz8Z0td4G9yqUB1h4UWiZcUwUxa6OFNP1r7HLi8/ofd+oouUsKUJGsnIcHEEu1eVpREsCDzOmY0bcBrTOSxt8sDk7LGHjsPfVHG7cuyeXljDVOTQrl1jRUwDfTlOilMUE94pB4BmVG6gKiXVCJw9tQ49GMpTA5BEARa+hwcl2liVkoYMomAzeU9ohJbqVzFJ/vqWD4pmoVZJuQSgU6rix7H+Mt9D/vKI1FssHbCB9f4A1Twe1G+93O49huInnQEB5rgSMmK1o+pQJsZpWdZXhSf7G0ObLM4PbSbnZwzNQ6Xx0dOjN+eSimTsqmqk6xoPX/8uJZOiwuTXskVc5Jp73cQqlVy5fwU/vVtNUXN/byyqQ6314co+i+Z93Y2khtjQK8+3MR8SB3joX8RRXZKJnHjR3sAfzZ3d30v4VoFizIjMMmq4cv7kAgCalEkKXoyYkjysOPIJAI6hYxrF6by0oYaLE43D549iQ6LC6vLg0IqITNKzx8/OsC1C1KJ1CuJNqpZX95Ba7+DxDANk+MMGNQTC3Zj4fGKPHVhgV900Oq/VkLUclxjlMMeTqNjrEeQXCZld30vl89JwuH2oZZL2VnfQ16sYdT9Drf2IIxxoxMOY9YhikewEngEJEVoeeaSQm57dx8dAxUQj56ff8zmvIdbTPghaL58XzmqIFUUxcUDQer5wAuCIBjwB6sTJb8/IKo7rJj0yh/cD6gwMYSVB1ongtQhON1e+h1uQjUKZFIJSpkkSMkXIDtaj1YhY+X+Vn7zzt7A9tuWZVLc0scNS9K59d19gXKj5HAN//75TJIitCSEqpmZEsp7OxspSAjhhsXphGkV6JVSWvud3Pru4PHmpIZzztQ4/vRZsDgJQHmbmYtnJQZ8+gAidcpAgArQb/cQqVcNW62/dHYiv357TyAAz4s1cOmsRF7bWo9WIcWolvP7DwfXy357QhRbekOYm7wUbe1Xge3u6Kms7w4BBj00vyzt5sOZZXTpZ6Fubeb1AzoSZhuZAZittsA4jGo5i7Mi8fp8yKQCJa1mziiMC/ToHnwG/3xu4oTs/DjpNDt4dm0V89LCuWlJOj6fyDPrKvmquI2ludHjOobT7SU5XMufPi0OlHfFh6qZHDf+cl+zG1IidDzwRWnge8yI1B1RRteujMIy7Zfotg4pe9OacEeMfxyYW6DrEBEfnxd6aieC1O8BCpmEGUlh/PWsyTy5poLSVv995GBf/sd7m7nro8H70JXzkokLUdNpcSEIcP1xaTy0sjRQKWLSK7l+URpPrK7gm4oOrj8uLcjzd2NVJ6kRenJjDXy6rzkom3rSpBha+uykR+p4e0dDUDZ1+aQYZILAkiwTs9LC6bY4+WRvC99WdPLJuXr0vXWgjfAvigC07kecezNC2aeDQa8gUBZ3Dnd+uJ+EMDXXL0qjtc9JbIiav31VHvQe/nhqLmWt/TT02HlrewPvDKl2uW1ZJr84Lg35hHjMqMQYlLy0uS4oS3/5nCQunz1624NOKaMwIYTdDb2BbbNTw9COMbfzen3IpRK+LmknM1pPaUs/WdEG3N7Rg8ZuZTwx8bMQGrcGtolJ8+lSxjFcoWHIfupEIuJnIDRuH9wvcS7dqgTGZzZ2ZNhcHrZWd3PSpGgMajl9Njc7arqZmRyKSn60ObrDk2bSMTsljC01gxZ289LDJ3xS/x8c9bckimIr8JQgCGuB3wJ/ZKIv9QdFSUv/DyqLepCChFCeWlPxvx7G94YDTX08tbqC3Q29LM2N4qr5KWiVMjKjdGRHGzjQ3EdmlB6tQopEAvd9Ghw8ekVwe+FfG2qC+mFqu2zsqu8hKUJLu8XJzJQwZqeEs72uB5vLi0bhJdqg4u/rgo+3ubqLkyZHkxGpZ39TsMVMuNZfFvbwuVP4Yn8raoWE7Gj9sID0lU01/P3SqXy0uwmzw8M50+JYsbc5KENc1NzP2VPjOKswjqW5Udz5wf6gcz25rpZXL8lhW+/tTElYSGjjGpyJx9EYfTz/fDW4XHhKpIzQ2s9QRyRyT2MuXVYbJq0OS/6VqHVGoIVFWSYmxRlZsacZuVTgrMI4NAop/95Uy++WZ7O7vhery8NpU2LY19DN8txIFMoJ+fmx0Ktk3LE8m9I2M7e8sxe1XMovjksl/AhKpdVKKR/sagzqP2rssdNldY6yVzAyicBrW+qDklIV7ZZAGeO4xuHupj/nQjyhaejLP8AePglnztko7N1j73wQVYi/xNfeE7xddyymcRMcKfub+nhydTl7G/pYmBnB5XOS2FXXQ3qUnrI2M5/uawl6/Wtb6vn7pVNRyiRMiTfydWl7UCtDh9mJxenBoJIRbVDR0G0L2j83xkB6pI6yln7+evZkNlR04vb6WJhh4pVNtZS2msmL0fPIuVP4qrgdq8vD7NRwtlV3EmuMx+zw8OK3NRyfE8mvl2bS0msnvGc1to4axHNex7l/BYbeEpoTTyPC7UOz9E+IDdtwilIq48/l9m1qwEFDt51QrYJvyzrYXtsz7D3UdFjosDjJijYEBagAT6yu4MS86AnxmDFoMTuDAlTw+4EuzYkiPerw+zndXmamhFGYGEJJq5ncGAOCAM4xgk3wL1732d2sKWmjMDGU1AgtY9UA6d0d9M69A5p2YWj+hr64RQgxUzC6u4D0w78/j47eGfeRkroeacNmvAnzqApbiNutPSZBanWHlefWVQVtEwT/Ak7uGNnioyFEo+Chc6fwVXEb68o6WJxl4oTcKIwTbT9HzVEFqYIg5AAXAOcCncDbwK3f4bgm+C9Q3NxPQugPL0hNCFXjcHup7bR+7/1djzUN3TYuf2kb3QO9d29sq6e83cy/LptOboyRP39WTEqEjs/2NXPtwlTC1PJhqqker48pcQb2DlmFPchBdVSXx4dMIiElQkterIGKdiuRBhWCwDDLF/CX7J49NY6aTmtAiGRBRgS7G3qxOj0szIig0+LE6fEiCHDD4jSeWFMRCBDOnhqPUiahpNWMViFFLpHwdWnHiJ/B7voe4kPVw96X0+OjqEvkyyIfMAOtcjbLtFHU1dqZnhjK9oFs7kmTorh4ipHt7dcSo0wkN03L8YUqrBKBb/S/pcvi5IkLCmg3O/jr56WB49/90QHuPCmbe1YU8efPSsiI1Pn7IM1ONlT38Ru3ayJIHQdKuYzaLiuPfFkW2Hbbu/t4/tKp4z6G1emlrX94QNp7BAGm2yvSbnYM234k/URyiciD33bwdU00J066n7I6M8VbWvngkiTGtpwfICQB33mvU+E10dTvIUwrJ81biz5ydBGUCY499d02rhhyv31/VxO1nVbuPCmbX7y2i4tnDdd3cHl91HfbuPuUHDZWdlHdaRn2ml6bmwidkl+dkBH0O0gzaZmaGEKf3cPkeCPPr6/G6xMRBNCpZCzJimRZXhSRehVfFbdjdrhZnB1Jl9XFOdMSeGpNBWUDwk1vbmvA4vAwJd7IWu1prGmaxcWeRN61nUtheihur49l7n0kr3+I3tm/4+bqmXz7aScw+Jto6rGjV8spbe0/9C3Q0GNHJgWTfviE3OMTsY3wnJggGItzuKquKILFNbrarsvr46viNs6dHs9xehVeUeSdHQ3MSxu9CkQqkfDa1rqAtctXxW1UtlsoSBi9YsMq6Dj/UzsWZz7J4XOp2WQhTCPhzXPUjGa65kLBrm4D1+2Zy8zk09i6q5OfzzCQMw6bL397moW2PgfRRjVpJu2Yti7Ww3ye1jE+z/8PSeFarl6QytULxu6xnWBsjjaT+hLwFrBMFMXmsV48wfeTktZ+ZqaMrqj2fUQQBCbFGdlc3fWTD1KrOyyBCdNBdtT20Nhr57T8WHJi9DT22Ik2qMiI0iERBM4ujOP9XU2B1yeGaihrM7N8UjSvbq4LOlZ+fAg1HRaeX1/FurIOrl6QQl2nja/L2rG5vFw8M5HZqWFsqR7MFKnlUr/giAhPX1TArvpeZFIJpS39fLi7CYkA89IjAllWi9PL5/tbuWVpJg63D5VcwsoDreTGGLA4PGjkEnRqKadPieHDPYO3G5lEwKRT8ovjUglRK4YJJEyJM7CrvoetQ0pvLsrwkRWvZkZSCtc4o9AITj4qsXDZG+WAjHBtGw+eM5m3tzcQY1Tz2tY6RNH/nu45LZeCBCMlLWacHh/NfQ7quqz84dRcOi0u1HIJiCCXS7ikMAytbiJrMB7a++1B1+NBvq3oHOZReThiDErOKIjlhW+qg7bnxIx/tVwjl3J2YTxvbKsPbJMIkDiGF99QmrwhfFBcik+EN4ccp8KsInfcR4H1lhiuf7cMh9uHIMDti+K5ON5HyMSax/+Uph4bepUs6J67s76XTdXdPHzuFERRxKCWBVl45MboyYs1kOkuY6bUwrq4BB5YFRyozk0LZ2piCPd/WszJk2MwqPy+02qZBJlMQrvZhscr0GF20tznQBD8ge07OxvotLiQSgQePHsyLX0O/vJZCR6fiEwicMPidJyeJmq7/NnZLw60kmrSIpUIHJcZgVohQSIIAd/Yv2u0vHzCSxRsu50ZKYV8e0jBkkmn5INdjVwwPSGgWnyQ43MimZUS7hdX0siDFoiyovUkhB0bsZofE4lhGqIMyqAFt/hQNYmho392IRo5ZxbG8bdV5YHv/palmRjHaDmxuTxB3qMANZ1W7GMsKNS5Q6jv9md8D/4Wemxu6t2ho2ZEjXotNd3N3LcsEafHx8mZSXxZ2sO83NHfn8frY8WeZu77pIhoo4rWPgf3nZHH6flxSEcR50oK1xJtUNHvcBMfqqaxx06YVvGDrCD8qXK0PalzBEFQAz8cWdgJhlHWauacqfH/62EcFZlRejZXdXHRzJ/2JageoedEJhFQyiQoZBJyY43kxhrpMDtYNVCCkhuj55FzpnDvJ0UkhmsJ1cnR9cmINqq4fHYSH+xuIlQr58bF6Xh8Pr4cUON96JzJdFlcVHgt/GxuMhanh/9sqeOpCwsI0ypYU9JORqSOK+en4PWJFCaEUtlu5umvg/vrdEoZYRo5RrUctVyKUi6hrM1M2Spz0OtUcikn5Ebi8vhwuHzMz4hAJpXw6b4W4kPV3LA4Da8o0m/3sKOuh4fOncLz66soazWzMCOC645Lo6Spmy3VXYgi3DxdzYy6fxJS+SFfzHuX+FANnQ4p7+0dzNB2WV3885tqTs+P4+6PB/vK7G4vT6yu4NqFKczPcNPW5+DdnY14Rei0uHh2rf89SgT452XTmBz53ZcS/VhRySSEaYdPpsK14y+R6rV7OHlyFF6fyNvbGzBq5NxyQiZJ4eOP6ryiSFK4hrMK4/iyqJVog4qLZiWOKVoSdAyk6FSy4T6DR2BHVNfcxm9XVAdK20URHl7byMxkI9ON487HTnAUuDxedtf38tn+FtQKKSflxZCfYEQUYW9jL18Vt1GQEMIls5J4e3sDVR0WZBIBl9fHXz8v4fLZyTx5QQFPrqmkpKWfWSlhHJdlwmox82KliE8axrwsI9ctTOGN7Q1oFTIumZ3EquJWdEo5bf1OXt5YGxjPGQWxxIWqyYg08rv39/GnMyfx0oYa1HIJXxa10jmg3ur1idhdXp5dWxkoeff4RP6+rorrFqXy1Br//UmvkuH1gVwqYV9jHzql3xP4ID02N3/eY+QfeZcxOyaCKwjhg11NhGjlXLsglfd2NhATomZKvJGfz03m/d2NaBUybjkhk4UZJjRKGaFaBf/++Qz++nkpexp6OS7DxK0nZhKmnVhhGQuH28N1x6Xx+f4W9jX2UZgYwrLcaGzuMTKpHh9Pf10R9N0/uaaCwsTR/VUV0pEDPLls9IJflW7k55taO/pzLyNSz6lTk9lU1UlRcz95cQbOnJ5Mqmm0/Ks/cD7Q1Mcls5Ko6rBwQk4Uexp6mRwXQnrk4feNNqp49pJCNlT4z3fKlFgWpEcQZRg7c3u0NPbY+Laik63VXcxJi2B+egRxYywyTHB4jrbc9zTgUUABpAiCUADcL4ri6d/h2CY4hvTZ3Zgdbkz6H+aDIydaH6Su+FMlI0rH8dmRrCltD2y7cXF6IMPcY3XRY3Py+pYGXtxYA8CHu/2f34ob5xGhV7K3vo+3tzfQ0ucgOVzDpbMTmZ0ajkwQWFPSxsub6licZeKdHY0BQY9VxW3MTQvnhJwoXt5Yyy8XpZEcpqWq08pv39tHqFbBY+flE21UMTnWyP7mwd7Uy+YkY3d7+c0JGZS2mtlQ0cm50+J4b+dgNu2UyTHsqu/htS3+bFRKhI5em4sDzX1cPCuRDrOTx1aVc8dJ2TzwRSkPnzMZr8/HhTMSEIC4EDW1XVbOS7KzLH8TIBBZ9J+Al2m62sotG+WcNy0aCC4jPtDcz0mTh2fwWvsddFndPLu2kjMLYvnrWZMwquS8t6uR43MiWVPS7hc1EQQiIyL+v1/tTwaDRsnP5qawpbo7MMkyquXMHqNUbShyREpbLf6S7LMn43B7eWVjDXeM4RM4FKdH5NFVZSSHa7loZiKdFiePrSrjjuXjFz3SKaTcsCidB74YLAvPitKTcAQr971WBx2W4aXL7f32EV49wXfJtpoeLntpa6Dt4OUNtbxz3WxEES54YUugb37F3mbuOjmHv35ewi8WpqKRSzl5cgxSqcDO+l7CdQoum5PEvsY+nG4fN7xbjt3t5a6Tc7jkld3EGtWcXRiPy+NFp5Sx8kAbd5yU7ffqHchiKWUSluZGUddlY2dNE5fPSebdHQ0UJoSQGa3n3hVFQWNvMzuH2Xa5vD6GtiVeMTeZELWch1aWYXF6CNMNf/7vbeqndOkVXPziNvLjjdx7Ri4yQYJGKWFmSjiFCaEUt/SRFK7mxcunIxEE0qP0aJSD08n8hFBevGI6/Q4PYVrFD06c8X9FW7+L+z8tZkF6BJfNSaKkpZ8/fVbMsxeN3vrQ7/AMsyByenxYHKMHtxFaOadOiQnqoz57ahzh6tFDgzSTjvOnJ/DOjsH+2UtnJ5FiGr2yrdfu4rl1lawt8z9zVxW3UdTsF2vSqw6f9TU73JS09gcqtlYVt7EgI4L+w7gAHKS1z87jX1WwobIzsN+uuh4ePXcKpmMQqPbZ3dzzcVFgPvbRnmaW5Ubx6Hn5E0KKR8nRlvveC8wE1gGIorhHEISU72hME/wXqGgzkxCmQfIDtcmINqqwuTy09TuO6arY951QrZK/nDWZc+p7qO20khNjoDAxBLlUwp6GHn773j5OzIvmlc21QfuVtJpp7nOQFqmny+akpc/fd+TxiYRqFNz+nl+yPS/WwJ0nZWNzefjbV8G1X5uquvj1CRmYHR72NvTx3Hq/QMGkOANLc6K48c1dmB0e7j45hwtnJVDRZsGkV7K+vAOFNJy2geNXdlhZnhfNzORwajotpEToCNfKuerVnYFzqRUS/r6unn6Hh5KWwYxrj83N70/OZkNlF5/sa0Ylk3L1ghRWFrWypbqbugXJXOE2E77vn4MDlynx6mO5cXEczX3DexDnpoWPWEKUHK6hrd//+o/3NpMYruEf31Rzxdxk7C4va0rakUuFIwpIJvD3fO6s6+KFy6ZR1NyHUiYlO1pPeWsfc9PGF+w7RYFuqwuzw8vNb+1GI5dy2Zwkmrrto9n2BaFRCMxKCWNDZRcV7YOljJFHsJDX5/DwTXkHvz0xiw6LE4NKjtnhpqbTxtSk8bVWmAwa4kOVNPYMBqqCAHGhP+3WhmONy+PlH99WBQlnubw+tlZ30WV1Bwm7iSJ8U9HJcxdPpazNzHPrqrA4/Z6T502L59m1lYgi6JUyJscZsbm8FCaEsKGiE1GEpl47r2yqBfxBQWKYhufXV/H0RYXsqutBo5ShlEm4b0UxJr2SXx2fwd7GHjZVdWFUy0n1aZmbFs7KIV7YXp9vWMuDWi4lP97IjYvTSDXpUMokgbECqGTDg8fZKeF8XtRKmknHiXnR/OWzUrqtLqYnhXLNwlS2VnexpqSNS2cnc8Mbu2k3O8mPN/LA2ZPJjR3M9OtUcnSjBB4TDCfGqEIlk/JNRSffDCjz65Qyoo2j34NCBqqS7EP653VK2Zjlvq1mFxJB4DdLM+m2ugjXKihrNdNmcTPa8p5OKePMghhSIzS09DuJMSrJjw9Boxg9pKjpsAYC1IOsKmqjepGV/ISQw+7ncPuCWorA3w5yw6LDizSBv1rwYIB6kPXlHZS2mY9JkFrdYQlKGIA/MK7pHP39TXB4jjZIdYui2HeIN9OROMFN8D+mot1C3DEyNP5vIAgCmVF6dtf3snzS+GwqfqxEG1WcPJD567e7KGr22wD0WF2Ea5UIAvhG8CfzDKy8yiWD4gPnTU/gkS/LAhmtouZ+vD6Raxf6RQCUMglXzU9BIfPvkxdjYF9zH+4hK/gnTYoJEv/Y39RPYWIIaSYtoRoFUXoFqSYdj6+u4Mp5ybT02rnmPzsRBDh/WjxLo7Rsqhy0YABo6XUEJonnT08gPlSN2+sjQqegst3FioGsulwqIBEElmRHUZgYisPtZUvidZxSvQIsbaA0UD3/ERoksby4oRa1XMqlsxJ5c3sDXp9IeqSOU6fEUtTUy01L0vnnt/6yy2iDiivmJvPgQIZMFEFAoLbLxtNfV3L/6XnolDLuOz3vsB5yE4yMCLT0OZBLBcK0SmQDJWgd5vEr8yKIdJodFCaGMDnegFQQ6LG5kR6mnG0kPB64ZkEqzb0OqjutyCQCV81PIXSEUuTDIREEuqxORMCgkiOT+Mcx0u/vcMRGmfjbmZnc8F45HWYnarmU+09KJj12Ijt/rHG4hpd2e7ziiOJZLo+XdrOTx1cPLt59XdqOSafg75dMpai5H6NaHriOZVJhRLVVAVDKJfR2u6nrsqJSSHl+fSVmh/+cHRYnH+5p5OzCeG5bpkKvktHSZ+eq+SnUdlkpbbUwOc7A5Dgj95+Zx70riumzuzGoZNx9ai61XRZ0KjmReiUvbaylqHlQ9GhzdSfXLEjl5Y01eHwiqRFarpyfwiNflnFmYSyPrCoLBO076nqQb6xBKZNy8axE7G4PF81MRCL4dQV+9/5+/nPVTEImlEyPGrlE4K5Tsnl4ZRn9Dg9GtZzfLc8a07pHKjDifmPd/9xekRV7m/1CXAoZFpcHUYSzCmNH3W9vQw+vbKpjSnwIRrUMjxde3liLQSUnL+7wLQkjCRmBvzd2NOSykd+/4jDbDzLUrSBou/fYhCuHO5/Hd2x8YH8KHG2QWiQIwsWAVBCEDOBmYNN3N6wJjjXlbWZijD/cIBUgJULLrvqen3yQehCH28ML66t5dojk+uVzkmjptbM0J4pVxYOr7jFGFZlR/l6OnFhDQOzD7fUF2XgAlLaacXt8TI4zsCwvmlc31QXKEQ1qGb9clE5clIo7T8qirM0ctJp7RkEsbf0O7hkoTRMEeOicKfTbXaSZtLy0sZZFWSZuXpJBmFaB1+fj7Oc28/RFBcgkQmAsXxa1cvnsJHrtHirazIEyI4kAfz5zEnqlFLPTy03HZ/DU6opANiHKoCT5hEz2nPwRzs56Kq1qPilR8PuTNWwbEFTKidFzw2J/ui01Qss9Hx/goXMm09zn4LWfz8DscFLSZueRL8sC5XQLMiI4MCD81G11gQCPnjeF+z8tptfm5o1rZlMwsXI6LqwON2dNjee613YFSh3jQtQ8ev6UcR9DQCQpQsdfPisJfEdpJi3TkkLHfQwf8Ku3dnP/GZPQDmSyXttcR0WImjlp4/NklkoELp6ZxD2fFAUm97NTw4g/wgXBFpuU+09MQiZ4kUll7Ovw4j56x7gJxoFCJuWqBSlsqx3M2AgCzEgJQxT9ViBD1xqW50UH1M+HsrqkHZlUwutb/a0Kz148FZlEYHd9L3eenMPmIR6oggAn5ESxOMtEY68dpUyC1eUNBKgAsUYVmVF6rv3PYGXJ6fkxpIbruOuUXJxuH26vjz9+XIRXFDlvejyJoRrSI7Xc8s5eWgdEePJi9VyzIJWvh2R6NlZ2ccmsJDSKNEw6JQWJIby5tZ6LZyXSbXVxZq4Bi0tgbVU/Hp/I5upublySTnyohtvf2xf4vcaHqjmjII6WPsdEkPr/oNPqpLbTxoUzE1HIJDjdPuq6bMQYR8/6Wd1eajtt/GJhGnq1jH67m7ou25iCSzFGFbkxeopbzIFnZkFCCJFjZBk7LS7CdQoeXTW4GH3p7KQR2xSGoldJyY3R4/aKZEXrKWkxo1NK0SpHv7clhqkD4zxIQULImGJcGVE6cmMMFLcMLsxMiTOSGT16D+zRkmrSkh9vZG/jYHtTYWIIqRHH5nw/BY72qXcTcBfgBN4EvgT+9F0NaoJjT2mLmQUZP+yV+ZQILevLR7Yl+SlS1W4NlNwe5PWt9dy4OB2N0s2V85LZXtvDjORQLpiRQNyA/VCaScd/rpzFfzbXEaYZnjUK0cgxauRcOCOR2i5b0IOo3+4hTKNgf0M/X5W0kRmlY2ZyKBE6BZ0WF6kmHR8PEeYQRXh4ZSmPnZfP6fmxNPU6KGnpp8vqwuX1MjnOSGFCCK9vqef5y6bx9rYGemwuluZGEalX4vL4gvpgfCI8t66KR87L57Utdeyq6wkqd2vrd9LYY+Mf37RzyaxMugQXfz4zHr1KRqReSbvZSUmLOVBC/PA5U7hoViJrStv5zSQHYdvuR9Wxj3k55zD1jOX8ZZOdWSlhROgUIAi0mR2UtpjRKWX87atymnv95cD/+KaKJy8oPOwK8ASDyCUCr2+tD7KoaOq1s6uuhzmp47tHySRSPtnbHNSTV9VhHWZLNBpSCTx2fj77m/r5ZG8LMUYlP5+XgkwY/yq4D5Gnv64MCma2VHdz8czxZ4Xru6z8/sP9w6yd5qRHMDNl/H26Exw589Ij+Mfl03h5Qw0ahYyr5qdQmBiKKMJrV83ixQ3+yorT8mPZWddNQcLwRZDkCC1NPYP9w498WcJzl0z1B7SiyKPnTuG9nY3IpAIXzUykpKWfz/a3cPLkGGo7bcxLD77mT8uP5cVva4K2rdjbwpkFcXi8Im9uq6e2y8qp+TE43T7+NfDau0/JCQSoAEXNZnyiXwDvo93NSAWBM6fG8s6Oei6akcSm6k5e3FhLdpSe/DAvKcJmdJbncckNVJ9yPb/eoqPP5Rc6+2hPc9DvtbHHjs8nYlBNLKT8f5BLpby4sSbo/iERYGHm6PdBiSAhRKOgrM3MvsZeChJCSTNpEcYo6+mzezg+J4r8hBAONPUzJd5IqEaBeYz7pkIm4a1D/Fzf2FrHSZNGMXMFHG6Rm5ZksKa0nR213cxKCWNhZiTOMWy+Oi2uoHFOjjMSpvXPMUyj2NckhGl58OzJfLy3iW01PcxKCeP0glhiQ45NS06YVsnjFxbw4a4m1pV1sCTbxJkFcYQegQjgBMEcrbqvDX+Qetd3O5wJ/ltUdVi4cEbC/3oY/y9SIrQ8v74KURQRfqC9td8l/Q4Ph1YVen0iPlHk35tquWN5Nm9cMxOdUj7s84oPU5GfYKSp18Gpk2P4dL9fSEEQ4I7l2dz90QFMeuWwjNCc1HBWFbexusSfpa3ptLK1pptHz83n6ld34BmhvK3T4kLAx+OrK4gPVZNm0rG3vpeFWSZcbi/XHpdKt8XJNa/uoCA+BJNewe76Hi6akUhdj23Y8Zp77Rxo6uOcafFBypgHaeyxIwh+G4RIvYpem4uOfgd/PmMS2+u6UcmlSCUCXRYna0rbyY7WcVOBlNgPLgS730tVseFhpuVWszDlJt7Z2xwo4bvv9FwMajn9DjfHZZrotbmp77ZR2W7B6fFOBKnjwO7xUdc50vc6vF/4cLjcfi/KQznUnmk0dDKBLdXd/HNgkl/VYWF7bQ8vXjF93McQfN4Rswle9/iDVKvLS6Reya9OyMTp8aJVyHhvZyN9hyoGT/Cd4/H6MGmV/PG0XGKNKoyawV7AeekRzEoJw+MVqe+xEmtUoVXKmJYYws76XsDfA3rqlBjKW808eWEBbq/Pb+chwPs7G1mUFckTq8uZnhyKw+3jpjd389vl2VR1WHn660quWZACoo9LZiUGMrGKgezqoYjADa/vClSuVHVYOW9aPBmROiraLSOWVtZ32/hiXwsLs0zMT4/gyn/v4LmLC/lobxNf7G8F/GX2v4/fjW79rf7zA9lNW/jLkjdo0uezs66b2k7rsGNbXZ7AwucER4fT4x32DPeJjKkwrpBJ+GBXI9UD30ttl42sKD2zxrAYtLs9PP11JXEhatIjdXxd2k5Ln4OChDHueV7XiOMUvKMHtxIBHl1VRlXH4Dh3N/TywFmTR92vw+wMGufaMv84Z6aEkTOGS9mUhBCmJIRgdbrRKo99j3RqhI5bl2Vx05J0FCP0fE9wZBxRkCoIwieM0ns6oe77w8Di9NBndxPxA1X2PUiIRoFMKqGp1078xMORhDA1YVpF0MQ8yqBkVnIYx103h+xoA7rDrHRbnT6eX19NU6+dxVmR3LI0E5fXR368kc/3t9BpcdFnd7N8UgxflQyWi01PDuWZtcEWM702N50WJ79ZmklqhN+Tb2ivxry0cCKkDgxqGR1mJ2FaOaflx/LM2kp0Shn9Dg+/PTGLuBA1uxt6Af/q/QUzErC7vQgCQQ/IJdmRbKrqIkyn4JTJMXSanbSZnYFzpkfq2Fnb48/YWlz84eMDOD0+7jktl/d2NtJjcyMR4NqFqXS1mHl1cxfnGyyBAPUg8pL3yZh7aSBADdMqUMik3P3hAawuLwqphF8uTmPFnmYumJEwIRoyTgxykVOmRFP2VbAF0fQjKNUVJP6yyYMT+4MkHIH0f6fDy5vbgrMDTo+P2i4b8zPGdwyT1MKSND1fVw2+F6lEIFU3/mA51qji9uXZ3PXhflRyKWaHm+uOSyP5CPxaJzhy6rqs3P7eXrbV+H/389LDeeDsKUGeij5R5OM9Tdz98QHcXhGTXsnDZ0+m1+6mrttGZqSObquL3FgDj60qDyycnDstntmpYWyo7MDjE4NEYPY19pIeqaOy3cJ/ttTx0hUzkEsl3LI0E5nEL+a1trSdA0N6SfUqGb02F+5DFgE/3tPMVfNTqO+2jag5oVPKOH9mAg+vLGNxViRLcyKxOj2sPNAaeM3SdC0JpS8F7yiK5Fh3IImfhphoJEyj5PE1wUJ6i7NGc8icYDxoFTLCtYqgMvIog3JEq7mhWBxuqjutKKQSInQKOixOytrMWMfo9QzVKIjQKWjqtdPUaw+cL0Q7emgQK7cFqqWGjjNWMXzxYij9Dk8gQD1IeZuF/jFUiFUy6bBxRuqVY/akDuW/EaAOZSJA/W440kzqo8dkFBP8V6npsBIXov7BKvsOJSVCS3Fz/08+SPV4fXSanfzlzEk8s7aSouZ+CuJDuG5RKjKpQElLP99UdLAww0SqScvexj42V3WSHK5lbloESpmARuG/qa4ta2dtmT8Qffz8Kdic/pV6t1dkf2MvVy9I4a1tDXh8PjIidSikkmHWB4IA72xv4JeL03jiggIeXllKY6+dRZkmLpqZiMtr5+VzktjUJqGl34nJ4FewLGrpJz5UTVmbmbMK43j660pUcgnPXTyVv31Vjs3l5XfLs/n3plra+h2cmBtNVoyeJ1ZXcMXcZFr67CzKiiTaqKKm04JJr6Ld7OC6RWmEaRXcs6KIfoeHs6fG8a9va+gZMJz3ifD8+mpuW5ZFa78Dz0i3RqkCu3fwN3PO1Hge/KI0kOVweX0883Ulj52fz8wxVrAnGEQq8ZeqnT89gY/3NKGUS7h0VtIR3Z8EATKj/LYIH+xqxKiWc+OSdMQj0PNTSCRoldKA8ung+MY/DqnPzV3ZLSikMXxZYSYuRMmf5ipJ9jYC47Oy6bK62FNWxRsLu4ns3km/IYP1dhXt5lAyovTjHssEo1PdYWFzVRd13VbmpkXQaXEGAlTw92uuKWnj5/MGjQsq2y3c+eF+BEHgl4vS8IkirWYnL26o5pyp8dR0WvH6RPY29QVl9t/b2chdJ+egHUH9VKuQBYSZtAoZB5r7yI3R89v39wNwz6k53LA4nVc21bK1ppsbFvv7R3fX93LjknRqOq2Blgq1wu87/bvl2TT02Dh1SgwrD7QSopFz+ZxkVuxtRqOQ8tIV09lV38MpU2Ipbu4PuodbXOCSGzi0QLEfNX/5opKrFqQSoRe5Yk4Sb21vQCmXcNPiDLKidYiiyP6mPr4t78QriizIiCA/PgTJhJrcuHB5/YunL3xTTVFzP/lxRq5akDJsMeJQZFL/Im6UQUljj52EUA1NvXZkYwgueX1w45J03tneSHFLP5PiDJw3LR7fYQSADhLq7eJfS0Tu2aFlb7OVwjgN901zYfD2jbrf4YJK5RjBpk8UuWFxOu/tbKSo2T/Oc6bGIx6BIN1/i9Y+B9tqutjb2EdBQggzk0OJ+oHrv/wvOaIgVRTF9eN5nSAI74uieM7RDWmCY01Vh4XYkB+HbUtciIrSVjPL8n7a4kk763q4+F9bkQjw+PkFlLebKWu1cOMbuxEE+N3ybJ5aU8kHO5u4ZHYiD60cFDxIM2n512XT+MVxqdz27r7A9lCNHKVcxvLJ0awpbcfjE1ld0k5KhIbHzp/CrrpeTFoFP5ubzAvfVAf2y4nWkxim4cbFabSanUQbVDx1YQFVnVYidUraLS5qLV42VvaxvqKTuWnhdFmcfDnETmFhRgT58QYEAe45LQ+lXMr+Jn8m4dmvKzk1P4YwrZJog5I/fFzEZbOT+M/mOnbUDU4yr5yfwuQ4A5/uayHG6Kbd7KB9IAsaG6Lmg12DvqwHsbu9XDAjgc/a27jaNAVFx+DnYZt9Cy/vG3woqhWSYT2PHp+IViH7wYuS/TdxIeXVzXUAXDkvBafHy3s7G1maG8UZhXHjO4jHh0Elp6i5j2sXpmJxenh1c+2YZWRD8fpELp6ZyPryDuakRdBnc7GtppvwI+gn6pKaMNiaeUJ4k/bjT0JrqcWwfyNVS57n8JqXwZjtDq5VfEnEuqcACAdio6ZSnvYC8MPWEfi+0NBt4+evbKeuyx9I/uObGn5zQgYmvTJIVXp9eUdQkNrS58AnwpVzk/h0Xwv13TZuXJLOuVMTeGJNOcdnR5EYrmHvQAXIULqtLhZmRrC+vCMgCKeUSUiL1PHuzkYALpmdyOtb6vjrWZM5aVI0XxW3saWmm4tnJmJUyXj43Cl8tLsp4FcNcNqUGKYnhbKjrofrF6WRG63ntvf20m52MTnOyJ/PnESPzcU/vqmmx+ZGKZNgcbopSAjB7vayu76HC2cm8u8BS5y1Vf00nXEDKU1bBktWlAbsCQvZ/U0XZoeHln6/GvfvT85BAJ5ZW4nZ6WZZbjTnPb85EPA+taaCt66dzfTkiUW78RCikvHW1npOnRzDLxelUdNp5aviVq6eP7rDo1ouoaPfwdtD+kSXT4oaM/jrsjr586clLMuLYklOJBVtFv70aQnPXFw46n496gQy6+7m1SgVfbkFhHTuQNYooTnhXkb7puOMKk7IiWT1kGqskyZFEzfGfDQpXMO/N9WSGKZhcXYkle0WdtR2szz3+zXvMzvc/OWzYj4Z4jt7ZkEsfz5z0kRl1VFyrLrcU4/RcSf4Dqhst/xovEXjQzVBym0/Rbw+kZc21uD1iSRGaPmqpC1IrAhge20P2dF6FmSYeObr4PJcj0/kQHM/u+p6eO6SqWyt7iJEoyArWs/dHx7AoJby+AX5bK3pQSYRKEwM4e4PizAPTHQmxxl45Nwp7K7vJTlCQ3yomoo2C8+sraTT4uTESdFcNCORLdVdfLS7Gb1Kxs3HZxAzUI42MyWMJ1YHl459U9HJpbOTeOaiQt7e3oBa4fcb3N/Uh9npCZRlPnzuZH633F8a/J8tdUHH+PemWqacl49KJqW934nHJwbEkpp67KSZtMNKj7Kidby8oZY9jX1o5/+JE3IrMJirqdcX8GFXPGdPi6bP7kYplTA9ORSjWh4UqMokAmanh5Y++0SgOk4ERGYmh/HGtnoqh/iTZkSOXxFRlEl4YX01pW3mIIuNohYzs8fptaqUSUgI0xBtVPH3dZVE6JT86oQMjqStWBThX+bZnJWSQHTPDizaRFal3k+sEDHOPCqkSjrQ7/178NjadpHkrQMyxz+YCQ5LcXN/IEA9yEsbazl7alxQX/uizGBV52ijCokARrU8kCmVCNDQbcXh9lHaaiYlQktBQkjQRBz8C6o6lYyHzplMdYcVqURgWlIoexp6OW96PCnhfiHApAgtT6+txOzwcNcpOdhcHu766ABXzElCJghBASrAp/tbeOjsySzOjmR9eQf/2VzHvafnsba0gynxIWyu7gp6HtywOI3N1d28ua0BuVTCRTMTmZUSSmKYmpIWM/mxGnYi0LXkDZJ6tuKW6yhRT2VPo5EHzorhjW117GnoIzNKx0UzNTjcfiue59dVkxyuDaqq8fhEXttSNxGkjhOL08OstHDe2dFASYuZvFgD506Lx+YcvdfT4fbx9SH+oysPtHHprKRR9zPplUglAp/vHyz31iikROhGbwWrt8qpTL6Z6UIJYe37cKYs4VtPJga7jNGcS2u77SzMNDE/I4KyVjPZ0QZ8okhtt52kURRwOywu5qaHI4pQ1mZmTmo4PlGkw+ok5ghaOo411R3WoAAV4KM9zVw5P4Up8SH/m0H9wDlWQer3Lwc/QYCKdjMZkT+OsrHEMA1fDOmn+alR3WGhrd9Or83fG6KWS4NUFw9ic3nQKKQoZBIch5TmnjctgV+9vQefCCa9iu213fRY3bT0+4Vreux+X911pW1cd1waFW0WLp2TSKRehdcn8sDnpdx9ai5FzX18uq+ZXxyXxqND/PW+2N+KUSUjN8ZIbIgaqSBQ0WZhVkoYb21vOKyHpCBAu9lJQWIIKeFaNEoZd390gA6zE4kAP5ubTI/FhdPtGxZsgj94r+m0khNroLHHxse7m/n10gyeXF3B5/tbuOOkbJ7+upJuqwupROC2hVEofE4WZUcyPyMCh1JGdUwuL3xTw6bNnfjEXo7PUXBSnr/38dUtddy4JJ0nvirH6vKilEn45aI0nlpTQbc1kavmT6zVjQePz28VkBWlp6zN38u5KMt0RP1Gok/EMkL/lX2MnqzgcYjsa+ghK0pPmkmHTCphR20Pp+WPocwxBKVMIDs5np99YUEmXYrZ4ebc6SZSjqA/Sa8QYQQBEo10dAXMCcaPyzv8s7S7vEH9p/PTwzk+J1itNCNSxwNnTUYQCPTth2kU5MUYmJ0WTpfFRZRRRU6snop2SyAQPndaHHaPl/vfK+bx8/JxeX28u80vdKNVyvi2vJN3+xuJD1Vzxdxk/vJZCQDt5ioeOnsyZxXGYXP78FqGi4mJol+M7qA3dYhGjk4p45Qp0bRbnOhVskAff2aUDoVUyiub/At6To+Pf35bTaQhh4dXlhKhU3JFuo7b1zspbRUx6Rbg9Hrptzt46GwNT31dSeOAcnF5m4UnVlfwlzMnDXymvhHLUntt7glxw3GilPr4pryDkyfHcHxOFCqZlHVl7UyJHj3YPJw/55hlu1oZfzojjz+uKMLh9qGWS/nTGXmEqUe/X3l9Pn7xcTMaRSgZkadSscOMzdXKS1fEj7qfy+3ljx8XoVFIyIjU8/GeJmwuH/+4bNqo+7k9Pu5ZUTxsv/evmzPqfuD3Zi1tNdPSZyfWqCYrWj+m5c3R4jpMWfZYwlcTHJ4JvfCfIFUdVo7L/HGIHMSGqGnqseP2+sY0vP6xsa+xl0v+uRWnx8dNx6eztaaH0tZ+Ti+I5ashnqjgV+F97KtyXF4f50yN450djYG/ub0+Dj7L3F4fLX2OQFnY9ORQJscZ/VnVU3ORCALPr6+mcUC8IEKn4IXLprGrrifgDeZwBysU+pV1DTz6ZVmgfzMnRs+MlFASQtU0dNvJidEHbGDA32u8uaqLSIOKbouL9WUdVLRbOH96Aka1nGlJoVR19FPaYmVzdRfL8qKGlerNSQtnb2MvYRq/MFNjt50PdzVx0cxE5DIJ8SFqHjtvCvXdNgpUrUS3r+He3XP4otyfiZNJBP52fj7JERqmJWUgEfxl1Qa1X7Cr1+bik73N/PWsydg9Xsx2N//ZUk99t423tzdwwfQJ8aTxIJcKyKUCk+ONnDgpCokgsKe+d8zV/KGIgsDp+bE8N8QjWCoRSA7Xjn8gPr/X6gOflwYmGzOSQ3EfwQSjy+bmvk+KuWJuEklh/izTW9sbSTdpmZ02TvuYkCTIOR1KVgxu00YgixxvLnaCsciKMrAky0SPzR0QZ7tibhJnFcaRHx+CIPg9D43q4FJvhUzK0two/vpFKe8NlOjGGlVcszCV+z4pDrzu8jlJPHruFOq77dhcHj7b30JNp42zpsYjSAU+2dtCr83Np/tamJ4UyoUzE0gz6dha3cUjQ1oxOsxOdjf08vTXlcilAs9cXEh8qDoQKILfL9Ll9QX8IM8siOPODw7gcHu5ZkEqxc39PHVhIfXdVualhfPHFYPjPMju+h4SwzRUdVjZ1abi6skybmsloFQtCBCqlQedF6DP7g4skJ48KZpU0/Bs2KWzkyYC1HHi8gkkhWt5bFV5YNs1C1JxM/rcRiGXDKsMyo7WI5ON/rl3W/wih1fNT0UQ/EFtl8VFt9U9ajmkSa8MnO/gcz87So9pDDHO+DD1sP2yovTEh45e2ZcSoSUzSofV6SVUoyBErSAlQkFyxOj3d6fby3+21PHgF6WBbXednMPP5iYfE+X9lHAtWVE6ytoGK4JyYvSkjDHOCQ7PsQpSJ+5I31N8PpGG7rHNoX8oyKUSIvQK6rqspP9IssPjwenx8vd1VQFP0E1VXdy6LJMvD7RS3WHhyQsKeGVzLT6fyGVzktlZ201WlJ6LZyYyIymM5HAt7+9qIjtaR1b04Of2yqZafrM0k26rixC1nNXFbZS3WkgI1dDvcGF2eAMBKvhX8D/d18L8IRPwQ8UaZqeGs6qoLchGoaTFjNnuYU5aOLvqevjV8RlsrulmS1UXk+KMZEbpeXx1OadMjmF6ciivDai2vjLQN1WYGEJBgpFUk5ZYo4rn1lfxh1Nz2FLdTXFzPzNTwgjTKnhuXRVPXVjAttoeOq1O8hNCiDaqMDs87GvqJdao5p4Vxdw4XUtB4nK+WDfY0+PxiTz8ZRm3L8vi+W+q0CpkLJ8UTafFSZhWwZ0n5yCKIsUt/Wys6iQnxl+a9eSaCjIidSgn1P3GhVQQkAoCk+IMvL29AY1cxmVzko4oC6qUSogxqrjzpGw+2NVEqFbOZbOTjkhYQ5AJvLmtPmg1fHttDxccgVWXUi7lvGnxeLwir22tJzFMw5mFcYRqjsAnT6HFsvCPSEKz0JR9iCN6Gt6Z16MNSx7/MSY4LL02F2VtZvodHsK0ikDPZqjGrx46dQxV6Yp2SyBABTi9IJZHvywLes2rm+uYnhTKre/uDdp+XKYJg0pOqklL60Clyo66HnYMtFq8vq1+mEfmQeEut1fkkZVl/PWsSXy8p5nd9b3MzwhnQbqJZ9dWkhSu4ZeL09hc1RVQQC1tNdNrc3PnB/t58sICWvrspEZo2dcYLHATbVCxeaCM+K8b+nnl7FgeO1nNv3abMSqlXDYrDrVcikwiBPppD+Lw+LjuuFROmxJDqknHPy+fzrNrK/D6RM4oiKPT7KCuy0rSkSwY/UQRkfDq5tqgbS9vrGFxlmnkHQbw+eDMwjgq2y3sb+wjPyGElAjtMJuYQ3F7RR5dVc7Qr1QmEXj1ypmj7ieTSrj9xCxWl7Szq66HGclhLMo2jRn4WV1ebj8xi69L29lRO7Bflgmba/SFwAi9kkfOncJHe5rZXtvNSZNjOD0/lvAxFjJrOq08vLI0aNtDK0tZmBlBVrRh1H2Phgi9kmcvmcprW+r5pryDRVkmLp6VOOY4Jzg8xyr19LuRNgqCsFwQhDJBECoFQbjjMK85XxCEYkEQigRBeOMYje8nS3OfHb1KhmoMSfMfEvEh6qBetp8CDpc3qBd3c1UXz62t4rLZSdx3xiTOKIzj9atn8ZczJ3HfigM09dqJC1Xz589KqO60cO60eB44ezK/OiEz8KAAsLm8PP5VGYlhGh74opTtdT18XdbOHz4+gFYhp6Jt+Oe8t6GP3DgjOQPBbmufnfz4QZmY+BA1tV3Dy3E7LU5aex1cMCOBcL0StVwgO0ZPSUs/j64qw+sTqe2yIhthFb66w4rHCw98UYrd4yUxTM3dHxVxXJaJ/AQjG6s6eW5dFedPT+C1rXX8fV0VB5r6eX1rPa9vqafX7iIhVEO4TslNS9LBEEOJZXhvS2OPnZouKwmhGtQKKQ9+UUpRUz+tfQ62VnfxTXknL3xTzYGmft7d0cgHuxq5fHYS1yxMm/BIHScen8jLm2qJ1Cq5bVkWN5+QTofZEfCeHA8Otw+nx8ez6ypJjtAiCAK3vrMX9QhqqofD6fZRO4Jfq2UMe4ShpEVo8YoiL3xTzb7GPj7d18KzayuPSKjO4fZw93oLy3bP5XdhT3BB68Uc/0YXjSN4BE9w5KwpaeemN3ezo66HNaXt3LuiCI1cyt0fHeDif26lpmP0Z8mh3rsy6cg+pl0jePT6Vaj1/GZpZpCozWn5MYSoZTx8zhROz4/l4C3v4llJQVUxVZ1WfCK09TmYkxZOqEbBNf/ZyZ7GPr440Mrv3tvHzJQwblySzi8WptJnd5EUruHMglh6bS6KWywsnxSNfki5Y4xBxfz0iIDSudPj44W9TsIioriwIIKYUA2/ercYEcF/rxzC5bOTcHt89NjcuDw+pBKBKfFGsqL0RBpUPPJlGXd8eIB7VxRhcYzeVzmBX7jv0Apdj0/E6Rm91F/ER3OvneLmfrJj9Oxr7KXT4mSsKLXH5hrxfD320S2zInRK9jT0MjnOwE1L0smO0VPU1EeEbvTFOI/Hx3Wv7aLT7OS8aXG09Tu4/vVdY6oXd1mc/OGjIl7eWMuBpn5e3FDDvZ8U0TOGD/bh3l+v/dhdi+mReq6en8yTFxZw1fyUn1Ty5FhwVJlUQRDmAfcCSQPHEABRFMVU/P+xaoR9pMCzwFKgEdguCMIKURSLh7wmA7gTmCeKYo8gCD+OmtTvETWdVmJH8E/7IRNtVFHRbmH5/3og/0WMGgVnFsTx5BCvOrvbS6RBFfBU0yhkfLa/FUEisKGyE5/oL63sc3g489mNNPc5UEgl3HVKNn89azLlbWYae+xoFVJe3FgTdD6f6F+Vn5ESylclwaXECzIiqO6wcMOSdKraLXhFkRsXp+P2+egwO0k1aVHKJIFs6EESwjRMTw7l9S31PPxlGTcuTufFDcHiR7NSwrG7vRhUMmwub2AV/7hME9tr/V6D/95Ux9MXFVDS2o9RKaMwMZTEMK1/Qhip55dvBHtfVnZYuO64VEI0Cv748YHA5/DIuVOGebAuzIhge203GysHxUqmJBh5a2c9v87NDCrLAgY8NSMoSAgZ6yucYACdSs79Z+Tx0Moydg8Epmfkx3LZnNH7sIYiFURe3VxHv93Dl0WDPeplbeZhfYWHw6CUsSwvik8PEb5ICBu/vVV5u4U3twVf5312NxXtFqYmjU88pqHbzsd7mxFFeHtIeWVFm+Unb7X1/6Xf7ubv66uCtnl8Io29dgxqGX12t1/8aISy1YPEhqiCvJ/b+50kh2uoHSLEpJRJRvTonZoYSqRBhUmv5OMb5lHaakajkPB1aQeXvLgNUYQp8UaeuagQt1fkvR0NNAyxsjk+O5J+u5sNVV1kxxr457fB92mry0ttp5Vnvq5Er5Rx96k5SAWBx1dX8NrWehRSCdcvSuPhc6dQ2mpGEGBmchglzb3cfmIWLq8PnVJKSYuZh1ZVkmbS8tn+VnKi9dR3WbG5vNy2LAu720uEToFcKnD3R0XcfmIWn+1vYX1FJ1MTQ3h7SDsJwNqyDmq7rEyKCxn3d/VTRK2QDhPjC9cqxkwqaBQyuiwuziiIw+72khtjZG9jz5iLdHEhakI0cnptweeLG0P0r7nXRmyImkdWlmF2ejCoZdy+LIvmHgcRusMvyCWGawnRyPm6rCMg9BSuVZAYNnqWvabTyr6m4Oz/7vpeqjstTNMe/r4aH6oZ8f3Fhxyb+6goiqwpbefWd/Yg4g+MHr+ggMVZkRMl70fJ0S71vwj8DZgPzACmD/z/aMwEKkVRrBZF0QW8BZxxyGuuAZ4VRbEHQBTFdib4TqnptBL9I1H2PUiMUU3lCBm+HzvnTovn3GnxSAS/It+vj89AJZPQM9Aj1G11Dqyix/Gr4zM4Z2ocJ+ZF8/KGGpr7/KVmLq9fkGBnXQ9dFieRGgkf7m5CIR3+UJTLJFR3WLl6fgpKmQSZROCcqXGo5BIe/bKMynYL31R0opJJ2VjVRX23HbvLS4/FTVyImhNyIhEE0Cqk3LYsE7fXx/baHk7Mi0Ypk1LSaubS2UmBY18wPZ4IrQKJROCy2UnctCSdK+Ymc1ymicRwDaWt/h7WVJMGs9OD1wc76nv548dFPLmmgidWV1Debh72PsDv1/boqtKgz+HZdZU8ePZkwgYsR2anhnHz8RlEaJVIBL8o1U2L00GEm5dkEjvKg/xwQhYTDMfr9fLFgdZAgArw8d7mwPc7LgTJiEJLcsn4H3EOj4956eHMGShdN6rl/PqEDKRHMLeQCAKyEc4pPYJxSAbKnw9FdiQDAbB2QvlK+OYxKF4B/S1j7/MjRyoB1QjXiVQi4BtI5hz6OffbXawta+eJr8p5c1s9FoeHR86dEui/q+4wc9cpOWQPVJLEGlX84dQcHG4v89L915JBLeP+M/Ko67Lx2b4WWvocaJV+f9S2fidvbW8ILI7ta+xjfVkHoWoZyyZFc87UeG4/MYufzU3i7MK4QCmvxyuOKi5mdnq4d0Ux3TZXYB+X18eTayqwOD2Be2Rbvx23z19anGHS4XT7SAnX8vN5yZyWH8vTFxWyLC8au9ufKX1idTnPrq3kvk+KKWkxc9uyTPJi9Hh9h/e7FIQj8xv+qeL2+Pj1CRkkhfuDqNQILTcuScftHeN5IgrMTQ/n3Z0NPLu2kg92NTI/PWJMCVPpgO7C0PM9en7+mP16Hh888HlpoN2o3+7hoZVleMbI3CaEafjnZdNJjfCfL82k5YXLphE3hkLv4a6dke61w853+ZGf72ip6bTy+f4Wrpyfyhn5cVw1P5XP9rUMUxKfYPwcbU9qnyiKXxzhPnHA0JRGIzDrkNdkAgiCsBGQAveKorjyKMc4wQhU/YjsZw4SG6IeJsv/UyAhTMOdJ2dTkBBCQ7eN93c38sSaCm4+PoNfLEzl7+uq+ee3g/6lS7IjuWx2Ij9/ZcewY5W2mnl2bSU3LU6lo9/OWdMS2VU/6DmqkkuIMaiobLcwOd7An86YRGOPjdUl7eTEGNjT2MfS3GjmpYfz8JD+rOxoPXedkoPL56PP7uaGxelMiTPy58+Kqe/2T5wMahnXL0rjkS/LSI3Qcu/peajkUjZWdOD0enlgSE9JQUIIp0yJ5i+flZJm0rEk28TCDBPXv76T6clh/hKnIWyv7WZ5XjQrh2TXZiSHkmbSUtoavLBR3mahw+zi9PxYoo1K5qSGk58QSk60jqsXpCCV+LNZ5e0Wnl1bxezUMJZPimblEHXpKfFGPt/fglYpY3bqOIVyfuK0m11sqhz++93X2Iu/WGdsZILINQtS+N37+wPb9EoZeXFH0nck8sePizirMI4LLijA5vLw/Lpqwo6gn1SvkHL1/BSeXjto8xQXoiY5fPyTosQwDT+flxyUJcuJ1pMZdQRlYx4HbHgSNj81uC3vLDj1SVCP17H1x4dWKefmEzK49tWdgW0ahZQQtQKL00N8qJrsIb1qPp/IW9sb+OvnQ+5B8UZ+Ni+Zc6fGIZVKyDBpuf29fcxPj+CE3Ci6LE7kUgmCAL8/ORuFVEp5m5l7PylGFEWW50UjQeS5ddU099k5LT+Wc6bGEaJRsK6sg6oOCxsqOwnTKnh+iP/0r0/I4LUtddyyLIvMKB2f7W/h4pmJQWJhJp0yyALG7vYijBByNAyUjs9IDiUuVINWKaeu28adH+wPBB5yqcBTFxZy05u7A/vFh6q5an4KH+9pZlleFKEaBWEaGQgCebEGHlxZym3LslicZaKi3cIJOVE4PV4UUsmRiZj9RInUq/j3pjpmJIdxWn4szb12Nld1Mjtl9CqMdrODh1aWcvOSDBLCNNR1WXngi1IeP79g1P1ClBLe29nKn8/MQ0BAFGFNSStXz08cdT+7y4vdHVyCbHF6sI9Q9n4oM1LCePOaOXRanZh0SiLHMR9NNelYkhXJ12WDeasT86JINY19Tc1IDuPd6+bSbXURplUc0/7QHpsLu8vL418NVlidOiWGbpuTZCau/6PhaIPUtYIgPAJ8AARmhaIo7voOxpMBLALigW8EQZgsimLv0BcJgnAtcC1AYuLoP6YJgqnssDB3nL6BPxSijSpqu6zfG5n7/+b1WdVm4e6PDgRte25tJQszInhxQ3XQ9q9L21mWGzWsNA38QSjAs+uq+fdFmbR1d/PIOXnsqu9Ho5SRE6Onw+wk0qBAr5KzsbIVj0/kzMI4Xt9ajwAkhmuGjaW01UxFu4X9DX1cPDOR6g4Lb2ytDwSo4F+FbTf7xYiqO60099pQyWWE65Q8vz74Pexp6OXimQk8el4+u+p6eH1rPV8WtXHjkgw2VXaQE2PgQNNgr+7Gyi7+dn4+s1LD2FLdTUqEBpfH37+YGKYJeB0eREQMiDPde1ouAJuru9DIZby/q5HSVjMzU8K486RsHvmyjLOmxnHjknTquqzEGtV4fCIvbqih0+KkMDHkeyme9H27f2rkUgoSQqg4pK98qKDXWPhEgcYeG387P59vKzoJ1yqYlhRKQ5cN0sZ5EEHgtmVZlLSYufOD/UQZlFw6J4nIMRQrh2J2eqjtsnLL0kxKWvqJMarQq+TUd9uZnjy+Y8hlEq5dmMqU+BC//US8kYWZpiNbXOyqgi3PBG8r+hBm/xISRhdF+V9zrK/PhRkRvH71LD7f30LYwHWytqydu07OYXG2Kai8u6HHxt++Ci7p39PYh8XpJT8hhKLmfr6t7OSvZ01mW0039V02piWFopFLufODA2gUMm5blsk7OxrIizWQE23gnR0NRBtV7G/uIydaR06MgWcHPKVPnhzDgowIOiwONlUHL9y8+G0NF85MZHdDL0uyI/H6/Fn3B8+ezNaaLhLDtMikQpAPtkI6ctlxlF7FbcsySTPpAuJK7f2OQIAKflGd93c1UpAQwp4BBeTGHjsmvZJTpsTw/q5G5BIJP5+XzJrSOio7LNx5Ug7ry9v57fIsPtvXyqtbalHLpdy6LIuxkoE/JI7VNdppcXL9olT2Nvaxt6GXwsRQJsUZ6Ryj9zJcp+C3J2bz2b4W9jX2UZgYwu9OzCZMN7q6fFOvjZQIA0+urgzstywvisZuO/Hhh1/MijGqUEglQSJzSplkXFV6B5r6ePCLUrbVdDM7LYw7lmeTGzv6wplRLedPZ+ZxYmU022q6mJUazvz0CPTjVM8P1yn/K+JFbq9vmCXip/tauGz2+FtXJgjmaIPUgxnQ6UO2icCSUfZpAobKJMYPbBtKI7BVFEU3UCMIQjn+oHX70BeJovgP4B8A06dP/xHd+o49tZ02zin8cWVSD4pAdFtd3wsVtf/m9XnoamZerIHlk6LpsgwXDABo6bdzxdxk/raqPDAh+dncZMI0ikDvht1uI0PWhsVtY1p+FA2eEP70eSkN3TacHh8mXROPnTcZm9tHu9nJLUszUMokyKVSzENEZkI0foVVtVxKVoye4uZ+8uKMrC3vGDYus8ONRiElxmjApFfRZXGSGKYe9v7An3lr7LHx1nZ/YUZ9t42HVpZy+7Is3D6R1Agt1Z1+oabpSaEcaOrjm4oOTp0cyz+/rcbq8rIgI4KfzU3mb1+VY3F6CNcq+MOpuTjdXh47L5+GHhvdNhf/+KaawsQQHv2qjH67/719W9FJW7+DU6fE8u6ORpQyCS9eMR2zw83qEv9Kb4fZhccrcozs2P5ffN/un6IgsnxSNFtrugOLBrNSQkkOH3/fkMfnY31ZB5lRepZkRyJBpLHHNswTeDQE/OVaH+3xP5Zqu2w8+EUJ/7hs+ug7Bo1DpKbTL04TrlWgU8oobTWPeB2Phkmv4rT8WE7Ljz2i/QYH4gBxhPfu/v6XnR3r61MllzEvPYJ56YOLtYuy/PIXLb12ttZ00dbnQKeUEWNUBWUmD+ITRdaVtZMUrmVPQx/hWiVT4owIEgjVKOi0ODlnWjz/2VzHbe/t48kL8vF6PdzyXhEw6Kd4Wn4cd3ywL1Dq+97ORi6amcC50+L5+cvBFS8WlwelXILL7eP59dUYVDIiDSqaemxcPieZWKOSNrMr4Dstkwj8cnEagsT/jDx4v79qfgohGhkuj4/XttZx4YwENAoZWoWUm5ak89qWuoCIUnyomgUZJhZkRCCTCLyxrR4ReHHDYJb/4S/LuG1ZFuvKO7jtvb08c1EhW6u7eWagmqDf7uG37+0j2qBiYeboKrU/FI7VNSqTCNz05h6UMgnHZZp4aUMNgiDwyLlTRt1PKgj8fV0V7QMWbFtrumnqsfPkhQWj7idIpHxd2sZxWSZmp4WjlElYV9rBpOjRPb5Fn8hvlmbw2KpyPD4RuVTg1mWZiIx+v23ps/P4F/u4Os3O7cnddEtl/O2L/fzlvOljLsLFhWq4YIbmiNTW/9scriz7UEXsCcbPUU2hRFFcfBS7bQcyBEFIwR+cXghcfMhrPgIuAl4WBCECf/lvNRN8J7g8fiEbk+F/H8h9lwiCQGyImppO6/ciSP1vkmrSEaZV0G11kRmlY356BI+tKufMgrhh3qNRBiVmu4dXN9Vx2ZwkkiO0tPQ5WF/Wwbs7Grj39DzKWvvZ2e7mhY0AZmQSC384NYdOizMwWYsxKqnrtnPPiqJAIHzDojRiQ1Qsz4vms/0tSCUCvzo+I8gbdX56BCqFlLMK4znQFOzVtyA9gsQwDY09dpRSCXkGO4XiHr7NSWFl8WBQq1VIiQtRBZUxg1/syOzw8NLGGs6dFs8Ni9No6LFjdrhRSKVUtlvxiiJWl5fYEBUZUXr2Nvbx5IUFVLabSYvUc9MbuwPBxNLcSH42J4XP97cwNz0iEKAepLzNwol50eTGGEgIU9NpcfLrt/fyy0VpnJ4fw/wM0zEzDP+xEaJRggi/Pj4Dt8/vd2x3eY9IgVwqlXDLsixufmt34LuakRzKLUszx30MrygGAtSD+ES/WvV40atkXL8onVve2Rv4vZyRH8sJOf9lDcDQFIgpgJY9QwYXA+Hph9vjJ09Fm5mNlZ38fX0Vbf3+yX5ujJ57Ts3l3iEeqHqlDLvLi9XlJT/eSLhWwZvbG3hhoDQ3TKvg+kVprC5p46Yl6Ty+uoJd9b30D1G3lQgCBpUMs8MzTID1iwOtzE+PQC2XBi1unJATxc7abi4ZyMr0Ozz0O/zVB6EaBbsa+mjstvLLRemBwGFbdSdRBhU3LUknI0qHVCLw9/VVvLihBqlE4J+XT+Pt7Y0BsTGNQsrtJ2bxl89KWJRlot/h4Z4V/sBaKZPw2+VZaA75XcaHqrG5POTF6NnX1E9Lr53P9jcP+3zXlXX8aILUY8XBhV8gSGjQOYb6rdnpCex3kMZe+4iq00MRRZgUZwwIAAoC/HJR+pgmko29/sWug/2yMom/VLipx0565OFbLNp7zPwpaTex6//AwRNmzvsrrT3ZP4o2NK1CNqxCKzlcg0bx/auo+qFwtOq+RuAeYOHApvXA/aIo9h1uH1EUPYIg3Ah8ib/f9CVRFIsEQbgf2CGK4oqBvy0TBKEY8AK3i6L402s2PEbUd9uI0CvGbDb/IRKlV1LXZWN68vgUNH8sJIRpePXKmTy1poKCxJDAw2bF3iZuWZpFcngfO+p6yIs1MC89gke/LMPp8fHcuip+szSTx78qRyWXcPOSDHbV91DfZWNqUiin58eyYm8zHp/IU2sqObMgLlAGe+X8VH7/4f6gTO2z66p46qICoo0qLpyRgNvr48NdTUEPyQ2VncxLD8fp9nL3KTn8e7O/FOy649LYUt1FU4+NC2cmsbKoFY/HgyolkttT60jQxPJxmZ1Uk5YT86LZVNVFlEEZpIAIoFNJSTdpSQzT8I9vaihr8wfo1yxIxaiWoVZIWZYbxa3LMugwOwlRy2notpIfH8I9K4qDJoRfFbdzYl40k2L9k9BDUUglTI4zUtFmQcRfRpIdrfdPAK+YPqHuewR4vD5WFrXy7s5gRdC/njWJeeOMqaQSfznk0MWE7bU91HRamTPO9gapIBKpVw0rAVceQbDs9og88EVpUPbt473NLM0bn8Lwd4YmDM7+B2x6Biq+hMQ5sPA2MMb/d8fxA2JDZQe76/sCASpAcYsZt9fHxbMSWF3cTppJx7K8KHosLhZlmnhrewPTksKCRL+6rS62VHcRplFgdniINqiIMaqDFl1e3VzHrcsycbqHBx9RehXryvwls18caKW208qirEgyo3SEaOSsL2vnl4vS+GRfMxqFlDML4vj8QAvFzf3cuiyTPQ297KrvZVpiKKfmx+H1idR0Wllf0cHyvGiOyzCh9Nq5M7eLxu4aviwanGLZXF7e3dHIBTMSmJYYyi1DfF6dHh+vbKzlxsX++nmlTMLNx2dQ12VjT0Mvi7MjSTHpMCjh3DwDuxv6g97XsRKr+TGhHEEcTRBAMYZommwEYSG/WNXo55PJpEG976II//ymekxfVoVMyqOryoMEAhVSCa/8fPSqk3hfM+Gb7x3cIIrEbf4jqrT5wA+/DU0lk3DH8mw+2dfMjroeZiSFckp+zKgCZxOMztEu9b8EHADOH/j3ZcDLwNmj7SSK4ufA54ds++OQ/xaBWwb+N8F3TG2nlZgxpMV/qJj0yhG9OH8KTIoz8vRFhWyu7go8NHwiPLqqjLxYA/ednkt7vzMoG3B8diSlAz6rV85L4cUNNQFfv41VXVw6O4mUCC01nVa6rC5C1DIMKhlnTY1HKZNgG2GF1mz38OKGGhLDNNyyNIPP9g9XE1XLpUToldz90QEWZ0Xi9Hj548cHuPe0POamR3DzW7sDwe/KYnjlFBPnJ/ThUyWRF2Pgtvf3IZf4jcQf+KIUk07J6QWxhGrkTIkz0mdz87evyoOChIYeG9cdl0qYRs4vjkvF7YW7P9zP5PgQ3trewLMXF1IxoAIcH6rm1CkxyKUSNHIZn+5rwe7ycuqUmCBrkusXpfLwgKIxwJdFrdx1Sg4PfF6CxeEhTPvTyuj/f3C4vYGet6EcXGQYDzanl7I2M0tzo8gZUBpdVdRKU8/4s6BKwcPls5P4yxclgexWZpSOEPX4+p7AP5FvHOGcY/n5jUSn2UlrvwOjWn5ENjgBTFlw6t/A3gMqI8gmrsmh1HVZMTs8xBhVhOuUtPY5qRrBI7W8zYLH52NRViQNPTb+vraSm0/I5NZ393HPqbkUNQ9fm69os1Aw0LN62exEwrT+a8igltFv99BtddFv9xCikZNq0lLd4X92TUsK4ZoFqZS2mll5oJVFmSZkOZEkhKpZXdJOiEZOUXM/y/I03HdaHga1nE1VnXh9Pn5xXBp2t5cLZ8Tzm6WZPLm6AoVMwn0rigOlvhsru7h9WRb35feS9OXV7Jn36fCxt5u586TsEa/jhh47caEaksM1nDw5hlc21tIxIFa3qaqLS2cnUqjtJSRWz/0ySeA+bNIrWZjxww9CjjUqhZRzp8Xx3s7Bio6LZyYeVjX5IB6fyCWzEpFJJehVMvrtbgTRrxY8Gk6Pb5gSvcvrG9O31OZ0jbif3Tm6/6jc0Q2+Q+YOXjdyZ/eo+/1QMOmV3P3xAXwiLM6KpLS1n1c21vL3S6f+r4f2g+Vog9Q0URTPGfLv+wRB2PMdjGeCY0hNp5WoH1mp70GiDKrAg/6niFIuJTlci04pwzJE/KKp186u+l721PcG/O0SQtWkmbSc98IWAORSSSBAlQj+APe9nQ1cMSeZF76pJjNKx6mTY8mMNnDvx0XkxuiJNqho7XcEXq+USTBq/BOxSL2SHquLuWkRfF0a7CIlEQRe3lhLr83Nh7sHH8S763tRyCXD+mhfLJFyRUEcL26oJStKz+1Ls7C6vSilEt6+Io+Sbh8PrfT3laZFaLl9eRYvD2R8DzInNZxvyzvQKGWIgNnp5bisSP41sIK8o7aH+ekmemwujssy8eK3NdjdXrKjdfzupGwe+qKEv51fwAk5UZgdbmKMKopa+gMB6kE2DngEHlVA8RNGp5Jz6pQYHl9dEbR9zhGoI2sUMn63PJs3ttXz1JpK5FKBC2ckMjUxdNzHcIgyokOU3HNqLt1WFzKphPhQNZIjsM7QK0QK4o3saQwOXOJCjqyUbW9DDze9uZv6bjsGlYwHzp7Csrwo5GOlRg5FKgfdhN34UJxuL5/vb+EPHxf57xsmLc9dMpWkcA0OTxhFzcEZwOMyTeTF+QXZnB4f2VE6fvnGbhRSCZ0W54jetbNTw9lc3ckpk2PIiTVw/eu7uGB6Ar8/KYfWfgeiCKFav0/zz+elcEa+jPhQNZuru7n+db/+5KmTY8geaNl4aWMt22t7SA5Tc9uJ2dyzooguq4tog9/uZlFmJP/4pgq3V2RmShhXz09Bq5TR2GMPEkMCeGljDefM97dQJMn7h439hJwoDGoZvu7gm7FEgPz4EN7aVs/P56VgUMkCAepB3t3RyNWxHkyZJ/DhL6MoaTEjl0mYFGsgdRTv2Qn8WBxu+uwebl2WidvtQyGXsrOuB+sh3+GhmLQK5qaFc8+KIjotLkx6JX86I48I/ej3ncRQTVC/MvhFisbyY441KAL7HZwDGNVyYo2jK6ELIfGgNICzHwSJv29eHYpg/P72mR4J9T02dg1UVQxdeG3oto/qHzvB4TnaINUuCMJ8URQ3AAiCMA8Y/5L1BP8TqjosRI1x0/qhEmVQ8c0Igjw/BTrMDvY39tFldfG38/O5+6MDtJudxBhV3Lo0k/1N/exp6GVHXQ/L86K4cEYCoVoF956Wy4MrSxEEuHS2X8XU4faiU8r4qtjfo5Rm0vLEBQX0uzzUd9u4fnEaeqWMf12QidCyG6O9AYsyCldkPptbrShlEhZnR3LfpyXcfmIW3VYXexp6UcklXLMglepOy8jtLodsVEglXL0ghRC1jGY3vHJFIVarhR6bk9xwFR8d6CRX6eOPKzoCWa+qTitPrangV8dn8NhX5UgEgbMK49hZ18PqgWA5J2a4YuzLm2r55+XTaOqxB2WbS1stfFXUxp/OmIRCJkEnddNv91HfY8c3khCCADcsSidEM9GLeqScWRhHcUs/Xxa1IZMIXDk/hRlHUroviOyo7WZnnd82ye0V+c+WOmaNYd1wyEGoaDGTEW3A4fGhU8rwiSKuIxBf8rkd3Lgkg0e+LKOszYxeKeOWZZkohfFnUrssTn711p6AAna/w8NNb+7is5sWkBN7JJY6E4xEeZuZW97dO3jf6LDydWk7bf1O0iI0HJ8Tydel7UgFgcvnJDErNWygd1TE5xNxeHxE6OS09jkQ8auVXjIrkXd2NOD2isxPjyBcq+Dnc1OQSgTqumw8dUEBPXY3ZoeHnCgd0dJ+qvps+ES/CJFGIeVnc5N5b0jJ+yf7WsiM0vOvDTX02d3olDJ+uzybsnYLl8xORC6V8OKGGhp77Dw7xIZmW003MUYVV85LHtGaTRAGb7eTK5/n/kV38MBGv7jX1MQQfrEwlU/3tbChspO7Tslh5f4WTsiNwunxEWVQUdLcz72fFPHUhYUjfr4OUz4o1OTGqgdVW7troegrcJohMg9ipvgXUCYIQiIILMuNRC6V0tpnJyZETbhOzlimBU6vj9++ty/QXtNhdvLb9/fxys9mjLpfUoSWZy8p5LZ399FudhJtUPHoeVPGXGidlGji75cUcqCln367B6NazqQYPTnxo2fL9bGZtJz3KeXN3TTYZCRq3WTFhhMVM14J9u83jsMI5B1u+wRjc7SzqeuBfw/0pgpAN/Cz72pQExwbqjutHJ/941xVjzIM7yX7KdBrc3H/pyV8stcvVGFQyXjwnMnEhajZVd/LuzsbmZsazl2n5CCKIqdMjiFqoOT7irnJLMqKpNfu4u6PDgRZt9x3eh4zk0O5ZkEKDT12Lv3X1kCJr0Et499nmChcfVng9e6889mgu477z8jDoJITbVDx2KoyluZGc/Px6Xi8IlqFlOfXV3Hrsix21A16sMokAokDD0WjWs5xmX41yUdXlQX6w+RSgTtPyuHPX/izbS9elEOjxTpMdKS4xcyFMxL5wym5yKQCb29vCMqMfFvRyZXzknlsVTnnTIvjzW1+heDrX9vJ3afkDvt8t9V2MzM1jDs/PMAvF6Xx8Z5mmnrt3LAoncxIHeVDsqnnTYvnnhVF/OnMSaREHIGn5QR0DHhLPnzOFHyiyBcHmuk6ArVuu8sXUFYeykjlm4dDIkB8uJab3toduK7SI3Xcd9rw6+JwJEVF8MWBA5w7PR6TTgmIfLCrgblLx29B0NrnGGYR5ROhtqNvIkj9Dqjvtg27b1hdXl7ZVMvUxFDOnRbHmQVxdJid5Mcb6bW5ueTFrbQP3IsUUglPXVTA9a/vQq2QsqGyk/hQNdcuTCNcqyDNpKPP5uKlTTXsaejjpiXpPD9EjEkuFfj9yTlMCvUEFNXTTDqKm4dnNdeXdwTsv25cnM4dH+4P9F0fFDkCkQtnJLC5uou6getmc1UXk2ONTIkzYlDJ6B+iun79ojTU0Trap/6akNZNXFb6S45bdCNNsSfilapZeaCV1SXtzEwJY299L+dNT+CODwb9h/NiDVw0I5EuixOTXknHEMGeS2cloNAdsjDUXQtvnAedA1Y+ggQufgcylh7N1/ejJkKv4LP9wf35l85KJH+M331bv3OYSFK/3RPUXz0SNqeHjZWd3HNaLhqFDLPDzZaabqYnh6KSHz486LE4+WRfK2/vaBgc5+xEJiUYMaoPf8+2OT28UCzllU2D97drFsi5NdEz6vl+KKjlUqYmhgAC2dF6Slv7kQjCEYkAThDM0ar77gHyBUEwDPx7+N11gu8dtZ3WcflY/RAxqGS4vT76HW4M4/TO+jFQ0WYJBKjgz7r8+q29fPGrBUxLCmV3fQ+vbqkjPyGEGxalBQJU8KsiJ0do+brEEhSgAjy5poKLZiYwMzmMj/Y0BfWg9ts9fF1to9AQB/3+kl150Tucc95l/Hy1v4f1pEkxWJ0e3t3ZyJdFkBtjIClcg9sr8tm+Fu44KZvd9b0opRJOzY+hpLkPqVTC70/O5t+b6ogPVQc9YN1ekS+LWpmdGs6mqi4eXlPPLxenAfVB4442qEgM17CtphuPTxxWupcRqafd7OSsqfGAyG+XZ7Glupt0k5bQEQSSUiK0NPf6M1r/3lTLJbOT+Mc31fzj2yqevqiQj/Y04/OJnFUYx+Ory2notRPxE1OY/v/i8njZWNFFXIiaJ1aXo1bIOHdaHPsaesmMGl+wr5ZLyI7W0VEZPCmLOAKPU3wiT31dERTAVLZbaOg9gr5WpYKTJ8ewt76Hj3e3kmdSctuieLISx28loxUtAcXuoYQrRi/5m2B8mEaoJlLLpSikEnbV97Cr3r+AJpMIfP6r+Wyu7goEqODvvXtzWz0vXjGDD3c38pczJ7GrvoeSln6Oz46kqsPfS72noQ+1XIrHKw67l32+vwVbqoHXT5SwojWaFqtAUoSWdYdUA01NCqUwwciu+l521HYHCYPpVTIMKjmvb62jodvO4uxITsiJ4sUNNWRF68mJ0bOzoZdfn5BJWWs/7WYnp+fHkhap47dru9lWO5+FKcu5bq6KWk8IT66qpdvq4oLpCVw8MxGby0On1MWjq8qCxlTU3M+y3ChiDHKeOD+ftWUdlLebWZhhYlZK2PCy3uadgwEq+Es8V/0B4qaDZvzl+D8FOi3uYQJyr2+r58QxhNdCNTJkEiHI6kQhlRA2RlVPbaeVhZmRvLShht0NvcxIDuXyOUlUd9jIHSUwLmk1BwWoAK9vree0KbHMSj38Pbeq08orm+qCtv1rQw1nFcaPer4fCgalnN8szeQ/m+tYWdTKjORQLpudhG5C6f+oOaIGF0EQLh34/1sEQbgFuBq4esi/J/ieYnd56bW5f7QTaEEQiDaqafiJZVOtruETV5fXR7fVxR3v72fF3ha6rC6+Lm3n+td3BQKuoVicw0tRem0usqIMvL29geZex7C/11kAdfAEo76ljeIWM239Tl7ZVItOJSPaoEKrkHLz8ensqPWLI+xv6mN1cRtT4gwUt/Zz7X92EmFQERui5nfv76fd7KDXNlyAod3sDCjttlnc6KQ+zp4aF/j7wRLhm97YTUKYhsVZJlIjBsuWksM1zE4NQ6uQsbq4jTe3NfB1STtSwd93JhMETpoUHXi9Si7hstlJfD4gAGV1eQMCFm6vSI/Nzdy0cM6ZGoeASGW7hTtPyiYtcqL36khwe0Ukgojd7eXc6fGclh8TZJ00HhxuL8vyYgjRDC5QzUwJG2aXMRoury8oK3QQ2wi/j8Nhcbr56EAvMZER3LgkmwV5SWxqcLKzdvzCIDqJk18fnxak2HnxzASMigmvve+C7GgdV81PCfxbIZWQE63n3tNzA2WVggB/PC2X5HAdbX3D73+NPQ5mJIXy9EVTkUkEttZ0I5MIdFmd2N0+NAr/pFSjkAZZzxykw+wkNSacpJbPuVl4m2lJIRQmhJBm0gZekximZlGmiY/3tPBtRScdluBFi0tnJ3HnB/vZVd9Lh8XJOzsa6DA7mZUSypkFcWyo7ORvq8q5/9NiNlV30WNzERui5tpXd7KyqI1uq4uPDnSzuS+E698upmTg3v3U15WYHW5CNAoMavmwxRIAvVKCSeGm3+Hh7lNzefXKWVy9IJXJ8SHDP3DHCDkMS6vfy3eCIGwj9J6K4sjP+aGoRSe3LM0Mun5vOzETlTh6JtUrivzu/X2sKW2n2+riy6I27vrwAD7f6C0OlsOMc6hP+kj02oZfS6I48vbvCpfHR2lLP+vK2ilt7R9TFOr/gxeROz/Yz6ritsHP86MD+PX/JzgajjS8P3gHHWl5e+Jb+B5T120lyqg8IhGQHxomvZKGbht5B/tgfgKkhGsDipEHyYs10GlxUNwSPDloNzup6bQSGxKs8JweqUUuFYKMqJdkR9LvcGF2eliUZWJrTfAk+9Q0Jewe8mBRh1LqjgIGg4vP97dw50nZtJudNHbb+PeVM6nqsNLab2d/Yz+PrBpcXW/rc9A84EfZaXEFyn+HcnxOJB/u8mduLyoI4/lNTcxKCeeuk3Poc7iRCgL/+rYGs9NDXaeVJ74qZ2leNKcXKEgM09Brc3Pjm7uRSfzG48nhGopbzDjcXq5/fZdfWMrl5TdLM4nQKuiwOHluXSWOAZuIWSlh7G/yC+Lkxhio67Ly/Hq/N2JGpI53r5tDXqxhorTnCHG6vRjVCt7e0YhSJsHh9ve++Q6tyRwFrUJKe7+DC2ckoJBJkAoCle2WI/KnM6jlnJEfF5QhkAiQZhq/EFZDt42CpFBueGM3UQa/f+7ySdEUJI5/YtTmM/KPb/dy05J03D4RhVTCtxUd1FkMZI37KBMcDoNawW9OyGBpbhQlzf1IJQKPripHLZfwxtWzsDo9RBvVZETqUMgkzEuPCOr5BLhsThL6AdXncL0Si8PDlPgQnlhdjscncuvSTBQDgnQJI4jQHJ8Txb2fFHHHnPOYpO7ivo9LuOvkHH51QiY+nw+3V6S930l5uxmzw02fzc28mRFUd1qp6rAgiuD2+nAdMuH+fH8LL/98OpE6JQ9+URrY3tBtp6HbTn23jdb+weBQJZfQ3OsYVv781vYG7jolh0/3NrM0N4ovi9oCf5NLBQpDXfz641bOmhrPwowItKNVL0Xl+aOmoSeZ+jPQ/ZdtmX4AJIWpAqKEB4kPVZMcNrorg0oupa7TylMXFtJrcxGqVfBtWRsLk6JH3a+p1z5Mxbm2y0ZLn4NJo7hVpZq0I44zPVJ7+J0ArVI64n7HykfU4/Xx8Z4m7vhgP16fiFQi8Mi5UzijIA7pMZgL13RYh32edV02qjusZET98DPF/wuOKEgVRfGFgf9cLYrixqF/GxBPmuB7Sk3Hj9d+5iAmnZKG7p+WfldShJZXr5zJnz8tobiln1kp4cxMCaWszRJQ3RuKeoQAKjvawL+vnMlfPyuhtsvGkuxI4kPVdFlcdFqcuL0+frEwlQ92NSGVCFy9IIV6j5c/RD7DaYUW8preoy/vUh56J7j/L1yrQCWTcqCpn2iDkpIWMxqFFJvLy4q9wWbvSpmEMM1glv/zAy3cfmIWb22vx+zwcNmsRJweL26fj+vmRpMbrePZja2o5DLMDk+gRO8gfhVfD69t8ZcWqeQSrpqfyhkFscSHqtlV30OXxYVUIvCPb6rxiWB2uFlX3sG68g7CtQpuXJJOjFGN3eVlaW4U05NDeeCLUk7IieT0/Dja+h3EGlU09zmoaLfwTXkn05J+Wj693wVyiUBrn4PLZiexv8lfIpkeqQuyERoLrygwKc7Attpu3tzWQIhGzk1LMhDGcqUfgtXt49ypMUglAp/sbSbKqOLXJ2SgGsOjcCgCAl+XtvPz+akUNfUxJy2c0IG+w/GiUfn7/A5VO/7NCZnjPsYEo6NTyfGJIhaXhwNNfUxNCiXaoOL5dVU8d8k0tKrBqVFBYghPX1TIQytLsTo9XL0glZOHVFwUJoTw4DmT+cV/dgXKLV/bWscdJ2Xz/q5G1pa2cf/pefxzQzVmh4fT82Pps7tp63dyxxo3fzw5G7m0gk6Lize3N5AXa6Ch28ZZhXHsqu8hL9bI1QtS2FjVxaRYAxfNSODbis4RW3eMajmrito5qzCWUK18mPqu+pBgwOMVUcqHF9SFaRVsrurkyvkpNHTbUMulrC5pJzFMxR0LwpFKJdR123n660oWZZooGE1FO6YALnobvrwLrO0w7UqYcRX8CP3a/7/YPD4ePW8Kz66tZG9jH9MSQ/nFcalY7KNXc3S6ZJxVEMkz62vZVd/HjKRQrl+YRKd79OBvpPkADL9OhiHCtQtT+Kq4nb2NvRQkhHBCThRjJGCRSyRcszCF1UP2W5IdiWIcquWN3Ta+qehgc3UXc9MiWJgRQdwYKsQ1nVbu+vBAwC7H6/NnOqfEh5B+DCqeNIcp61UrJsp9j5aj/eSeBg41/hlp2wTfE2q6rEQeSX/WD5AIneIn6ZWaG2MgL87AlHgjexv7eGhlGZPjjFw8M5HXtg72bJ5REDvijVkiEZibFsHr18ymy+LkhfVVPLeuiqW5UUQbVGgUMt7Z3siyvCjmp0fwx48PBErPXtsND571O3ReJTplcaAMSBDgmoVp/OrtPeiUMk4viKWp105imJqUcC13nJRFcbOZLw60oFHISAjTkC6XoN/ml7Xf19hHY7edR86dTHyYhk0VHeTEhHHKlBi6rW42VHZh0ispau7jiQsK2FrTTWW7hVXFbYRq5OhVMk7LjyXNpMWkVyKIAga1jIYeJQ+vLA2ITKSZdFw4I5E3ttXTZXUNiB2Y6bK6eHZtJU9eUIggiJjUPpr6fVwwPYF9jX3c/JY/I/vb5dn89fMSADZWdvKr4zN+1NUKxwKn10ekUcm9KwaVlZUyCQ+ePXncx/B4vfTa3fh8Ik9fVIDbK/LCN5X86vjx5x6lgkhNl4OCeD3nTZuOgMDz31Rx5fzUcR/D7fWhlklJCZUxLT4WAXh1axO5MeNfRU8K03L7iZn4fBBlVOF0e9lS3UVW9IQY13fJvoY+HhtSzRGuVXDJ7ET6He6gIFWj8N9L5qWF4/aJRB0SHHp8IgqZlItmJrBibzOdFhcKqQSDWsafzshF4nPT1NLCb0/MZnttN1+XtgeyLU6PD7co5cGzJ1PfZaMwMYSyln5OnhzLHz4uAuC2ZVnc8MbugC7AR3uaeeicyTT12jh/ejxRBhUOt4/P9jXzi+PS6Le7sTo9/Or4DG58c1AELDFMTaReyZ/PnERJSz8r9jRjdnpICdcQY1DRMpDdEgQ4Z1o8j35ZRkufg0tm+UW/TswKxe208epeM6cXxgcsSIpbzChlUvRqWcC6xOXxUtNpxerykhSqITzzRIif4S/x1UVPBKiHocvi5rb39vL0BQXoVAp6bS6ufnUHTx9GSfkgJr2S+z8pRiKRcOGMBEpazTz/bT13njT6/U8pEzgjPxalXEqkQUlbnwOfKKKQjf4Ma7c4+dNnJcxLiwic7/5Pi8m7djapowR/KSYdH+9u5NLZiVyjSMHm9LCvqY9k0+gZ2L4BcceDPduf7G1haW4kj51XgGEUH+tOi3NYtYHT46PT4jwmQWpmlI4zC2P5aPfgIvw5U+PIjppoATpajihIFQRhDjAXMB3Sg2oAJmrcvsdUtlt+tKJJBzHpVWytGS65/2NHIZMSqVfxyJeDAhf7m/r41fHpHJ8TRXmbmZQILQUJIaPe0I1q+UBAGUd8mIYeq4sTciJp6nVw+4lZmJ0e1pd3BPVGiSKsKung1MnRnD01DolEwOH2kh2t5/UttcSHajhnahz/2lBDt9VFYWIIZxTE8vDKMrKj9fz9kmnIZQJNPXaeX1/H1QtT8Xh9qOVSZFKBouZ+9jf3oZRJ2ddk5sviNnbW9WBUy7l1WSZRehW/emsPXVYX+XFGXrh0GhqFlPJ2MxsrO3l7ewMp4RquXpjK3R8fGNgvi2fWVtJtdVHVYeG0/BgA/rOljnd/MYfN1V2Ioki0Uc2v3t5Np8XF2YWx9NrdfF06KGzi8YmUtvaTEKamodvOSZOiJwLUo0AhFfh8X2vQNqfHR+URKPPKpALdVhc1nTZefmk7GoWUy2Yn0d4//soKEYHkcA1PrqlkY1URBpWM20/MwnME9gGCACfmmnhgZTl7GvsI1ci5Y3kW+tHtA4OQSAQmx4Vwz4oiSlvNmPRK/nBKDvqfkCDcsaa1z8Hf1weX8HZZXeiVckK1I3/OYSPoOZS3mbnrwwNsr+0mRCPn6vmpVLb3Mz/dxENflNFhcZIbY+C+ZfFoPK38bmd7kAidfsDm6Dfv7MWolvOLhanMSgnln9/UAv6e1j67O2gf8NvWXDkvhX2N/byzoxGtQsqvT8hEIRV4+utKvKLITYvTeOmKGext7MWolpMcruWuDw9QMTAXuP+MPHptLmRSf3VMj92Ny+NjcpyRj3Y34vT4mBQXgtPjxeMT2dFkQ6eUkWTS89iqck7IjeLz/S14fD5Oeupb9EoZvz85h4UZ4Wyp6eHRVf4gN82k5aFzpjD9SCylfqKY9EpuW5bFH1YU09hjJylcw50nZY+pJdLc62BTtb8lZ0NlZ2D7z+cnkxVz+P10KgVn5Zv4wyflNPTYSQ7X8KdTM9DKR7/XxBjVqOV+ZeuD59MrZUQbR59j6pQy5mWY+OOKIhq6/e/vvtPzAj3ch6O6wzpMVOyr4nZqOq3kJ4SMOs6D1VtDxxAzxjiPlmijmhuOS2NBuonaLisp4VomxRuI/JFXMR5LjnQ5SwHo8Ae3+iH/6wfO/W6HNsF3SU2ndcwbyA8dk145rB/gp8JpU2JYkmUK/Pu8afFMigthcXYkyydF4/WJbKnuoqz18II0ouj3mtxa04VvoH+juLkfqSDQ3GtHLhWINAx/WDrdXkDguXVVPL+uite31LO3oY/qThtnFsbyyKqygPjG7vpeVuxpZnF2JMUtZh5cWUqn2cljq8opbjHz+FflvLC+mpc31qCQSsiLM5Ju0vNNRSffVHQGfDD77G7++HERle0WugaOvbepj6fWVNDUa+OxL8sD10JNl43HvyrnvOnxNPXaeWxVGRfOGDQPF0V/5u7PZ04iMVTNu9sbkQgCd36wn86BgLyhx47TPbyWSSIIXDUvhb+eNYkT80bv/5lgZERBgsszPBA8En9SQRCCJjI2l5cXvqlGPIJyXwkCH+9pZk5aODctSeeqBamUtpqxjPC9Hw6dTOTR1ZXsafT3LvfY3Nzx4YEg1c2xaOyx8fsPD1A68FvtMDu55Z297G3sHfcxJhgdERHPCAIqIRr5uK0wrC4Pf/qkmO0Doli9NjePrirj1Cmx3PHB/kCpbXFLP3evbEAvmnnsvCncfHw6ty7L5JQp0dxxUjbPrvUHy312N8+tqyLWqOG0/Bh+fUIG1y5IRRxB7iMxTMOOuh7WlXUMjMXLXz4vodvmxuX14fWJPLGmktLWfqbEGYkyKPnDx/4AFaC138EdH+xHLpPyxtYG/vRZCS9vqEElk1DVYWFhZiT3n5HHkiwTzb0OHv6yjDe31fPM2kre2d7Az+YlsTwvirtPzUEiCFx/XCr/x95Zh8lVnX/8c8d9Z3dm3V3i7m5AcHctUrzYDyhtoaWOF2iLu7tDIBAIcdfdrLvruN7fH3czu5PdrIRAIdnP8/QpOTP33rMzd8497znv+/26/QHueHcnpS0O7npvF/XdglOlzQ6uf3UrTV0jQkmDIQMeWNHz7KpsdfLwVyWDbjwfdHQZZNhRBRxc/+ZuqruvV9Hq5Ia39qIWBxagTLPoeOTs8Zi00m/FrFPy8DkTSLUMvCO6p66TG17fFirLqmx18pvXt1HYMLBBSCAoMifbys1Lc7h2ofT7mZVlCaXxHoxUi45Hz51ARPfivFmn5NFzB+/nDyE7zsRpk5K4eWkup05KImekFvUHMdya1FXAKkEQnhNFsXLQA0b42XAk28/sJ9qgpq7DhSiKCIO5Xx9hpFj0PHLOBCpanchlkGYxoFXJKWmyceEzG0IKvTqVnFcun8747tVHty+Axy8J1+yo6eTVDVWsLWslIULL8ePiaep0c+8nPQIcNy3JJjNaT2lzT1r1WVNSEEURtUKGxx/EHwzwxZ4GLp6Rhlou6yPKsaWqg5uWZPPV3iZKmuxEaJWYdUqi9Cry403sa7RR2GBDKZfx65e2cPWCTCamRPL4NyV9/m7XAcHNjtpOVAo5tgPUB1vsXvTd9SIWg5qMaD3jkiJosUlpP29eOZ24CA0apZw7jstjd31X2ANwS1UHty7L5fvSnp16QYDcOCN3f7gHk1bB2KQIkhi6yM4IEnIBlo+NDwV2AHKZQP4wUmRdvmCflXZgWN7J3kCQjBg9f/mkMPTdj0owMTdnYIP63nS4fGysaGdcUgTLx8RT0erglQ3VlLe5mT3Ec9S0u/r4u/qDIpUtDqaM7EYdFuJMGn49P5P7eqX7GtSK0K6M3e1DJhP63eHxB4LYPX4qW51812vXKtWiY1KqGbVcxsK8GL4tbg6JromIvNcYywNfbQ29/4LpKXy1tzG0yAZw3cIsrnppc8jX1GpQcc+Jo/oI2506MYnb39nRp29dLh8quSyU4hilV7KuvBWTRtlnAXd/zfd+Ubyr5mdS3GjDFxD5vqSFoAi/Oz4ff1Aa2/fvRl23KBsBGTe+vh1Xd5ZBYoSGq+Zl8q+VJdS0u0Lt+6nrdFPb4SLmCJ+D/FCq211hIogAbQ4vNe0uxiUfvO43UqdkVIIpzHJtQooZk2bgKX5Dh4Mul5/cWCO5cUb21ndR3GSnscNOVvLBj/P4AxQ12rhlSS4RWiXtTi/7GruYlWlBPYBwYFWbs8/f1+70UdXqJC/u4ON9SpSOVIsuLD3/4plpJA8iKCUIAgvzYvnoutm0dPv6Jg1SxzrCz4tDrUl9ShCEM0RR7AAQBCESeE0UxWWHrWcjHDY6XT7cvgBR/fhAHkloVXLUSklR8Ui12hkIg0bJ6MRwZePvilvCLGSc3gBPf1fGA2eOY1t1J/9aWUyXy8f1i3N4bk05zV0e7lpewIfb63hhbSUzMy1cMTeDJ76VVGwfXVnKI+eM55X1VfiDIudOTWJ3XSdpFh23HZPL+rI22hxe5uREE6lVYu4ndS7OpAnVdZm0CvbUdXH1/Cw2lLextqyVsUkRnDgugQitEm8giCAINHQ6SYnShczq93Og4EK0QY1Fr+ojGqWSyxCAq+dn0mL38q+VJRTEm7hxUTaVbU5e21BFfaebpaPiMKhljD7Asy0QFFld3MzfTxvDh9vrUcgFZmdZeW2jpATb5fLzwtpKrpqn6OsTOMLAiGBz+bhtWS6r9jWjVcmZk23F6xu6L6hWISM7xtDHQmY444BMJuOldVVhixO767r6TKoGQq1U8uCZ49jbYOOVDVWkWfU8ccEk5LKh76RGaJV9FLsBogxH9vj9UyIIAmdPSSHWpOG1DdUkRmqYmmahvMXOzppOnvi2DJ1KznULs5iVZQ1NvIsaunhuTQXfl7Ryz4kFJEVqqWl3cc2CLNocXr4vacHpCTI/N5qJqZF8tbeRjRXtnDgugYcOEMJ6cV0Vdx6Xx8ru3dDMaAN76rtCASpIi2tFDV38+/xJvLullmabm5PGJ1LX4STTamBrdUfYOXVqBd5AEKNawY1LsvlqbzNFjTauW5jVJ+0RQKWQkRQp1arGR2j5urAJm9vPhTPT2Ndg4+uiZjqdXm5dlsvGija0Chkur581VR1hgWhtpxt/QMSgVmDW9b1PNUpZaDdrhIMT1c+zSyET+v1Me+PyBLjj2DxWFjWxpVLyO52bEx3SXjgYEVo1ty7LpbC+i23VkpDRSeMTMOoGXkwobXaQFWPks10NbK5sZ2p6JIvzYylvcZA3wOLiwf6+weamzXYPL68P90R/YW0FZ01J7tf3+ECSo3Qk9+MYMMLPn0OtXrfuD1ABRFFsB2IOS49GOOxUdNuOHA27i7FGzVHnlXowRFHErFVy7cIsrl+URapFGqRLmu2UtTg476n1bKxo5+JZ6Vz7yha+3dfCgrwYfvf+Lr7Y00hlq5NXN1Szr9HGjEwLIO027anrwu6R6pREETZVtOP2i/zpo73UdrhQKmT8+5sSHllZglYpZ3F+z9CgkAlcOjudRpsHQYAr5mTS7PDyxLdlvL6pmqo2Jx/tqOfNTdUh5vuyqAABAABJREFU8YbGTjcNXW4unJEaFpQuyY9BIRNQyATOnZrCDYuz+f0JBcgFuGRWWthncdnsdBo73Wyr7uCNTdVUtjr5dFcDxc12/vzJXr4vbaWsxcF/VpXSbPfxTWFTWEqwTIBZWVbu/2Ifx4+NJyfGwJ8/2UtJU8+OV0Wrk/s+L+zXi3aEg+MJBJmQEsEz35cjCFLa5Kvrq0iPGvqui9MX4Ngxceh7qVKOTjQNupPQGzEo9vvduYdRk6pUyvi2uIUnvi2jotXJN0XN/Ob1behVQ5+g58ebuPO4fHoP12dNTuqzcDLCD8MvBrEa1Jw7LQWVQsa9n+yhqMHOzW9up6jRxtbqDi59fhObu5XDm7rcXPniZl7dII1TlW1OLp6ZxrKCGDZVtPHqhiqq2px8truBB78sptXuZWFeDEq5QLpV12/Kd6ROFRrToo2qfu+/4kYHeqWMeJOac6am8MeP9vDXT4s4cXxCmDrrtPQokiO1qBUyLpyZxsNfFofG8Qe+2Mf1i7LDznv+9BQ+2FrLRTPTOGl8Are+tZ0tVR0UN9l5dGUJuXFGOpxeVAo59368l5p2F1ajGqc3QG0//Wy1e5idZcGolnP5nPSw1+5ank/aj5hieaSQYFJzzYKssLYbFmWTFDHw+KFWyfjd+7v5dGcDBrWCD7fX86eP9gxq7SLTGHhncw0f7qinqs3JB9vr+GhHHTL1wAutgYDI3z8t5N2ttVS1OXlrcy0PrNg3qAfp6AQT1y0Mvw9vXJzNqEHGNpvL3ycjKzgEX9b/BcGg5Jm+prSF0mY7wWGUeozQl0PdSQ0KgpAiimIVgCAIqYz4pP5sKW9x/GiF4j83rEY1tR0uJgwkiX+U8N2+Fh5YIQkiqOQyrl6Qyfvb6jh7SgpFDTb8wSC/P3407U4vkToVcsGHUi7rY5exal8z1y3MYm1pK+lWPfVdbrZUtRNtVFPV5uL6RdmUtUjBWu90o8tmJ6FSyFHIBG5akoM3EEQll1FY38myUXH8bnk+H+6oZ062laLG8FrZ8lYnbQ6pH+9vq+XpiyfTbPPw+PkT6HD40KkVJOjg8e9rePTcCfzj8yLKulOQl4+JIyvGwC1Lc9Cp5MRHaFEoBMQgXPHi5tA1BEF6yPVOo9t/vRPHJTA/x8rU9CjKWhyoFTJe31hNk81Du9OLXqPs89Cclh7F06vLObfF3seLdoSDIwQ91HZ4+NWcdGSCEErXr2pzMG2I5zCoBFpsHi6bk45SJkMQoKrNNSzPWrkgsKQglo921Pf0TZBUX4eKzdXXXsnhDVDW4mB65tDThk8Ym0CaRU+LzYNeLSc/3kSMaeSeOlzsqeviihc3hVJgTxgbz+VzMvi6sKnPez/f3cDMTMmjtKLViVohI9qoxmpQ89CKIu46fhQXP7sx7JhmmwedSs7G8jbeunwyhmAXyZHaUO0fSDvmqRYdT144iU2V7WRG66nvdLOxItxOa1a2lY+2NzAjK4pXN1aH0nT/tbKEK+ZmYFDLEYGiBhv/+KyIR86eQJPNE7YjW9fp5t0ttTx6zgRsHh8xRjXBoDRmubx+yludfcazz3Y1cPWCDP7wvqS6vbuui9QoLZPTLMzNiQ7Vt+5nakYUe2o72VnbxZ66Lm5emoPHF2R8iplZmZYRUbkhUNjoYFySiWcumkxDl5v4CA0en5/CRiep0Qf3f2+xeSlvcWDUKPD4A9jcfhq63LT2Ejnsj9pOD6Ut4Y4IhQ12Gro8jB7guIYud+i5GG1US56+jXYauzwMpMmuUyu5eGYqk1MjqelwkRSpZUyCaVCLlhSLjmiDOsxSKdakHjTd96cmGBT5ZFc9N7+xHY8/iFoh48GzxnPMqBFRxUPlUIPU3wKrBUFYBQjAHOCKw9arEQ4rpc32o6YWxKJXHbXiSfsRRZEN5W18WdjI3JxokqN0vLi2kkdXlvDgWeOYmhbFpsp2Xj81iizbe+hcDSxePJvvXOnINX3vE5Vchj8gMj09ipMnJPL793czJjGCUycm8s/Pi7hgWgpXxe1Be9I4/vlVJR0uL2dPSeHsqSlUNDuYnBbF82srqGl3MS87msUFMSgVcvY12hmTGEFurJFInZL2A4LjFruHvDgj95w4ig6njz9+tJd2hzdku5Cs2ccVo+N4bntdKEAF+HhnAzcuzuahL4vDdi8eO3cCCpkQahNF+jX0NqgVOL0B3H6RMYkR7Kzp5MkNVWi70/9W7WvGpFFy27JcHv+mlKAocsbkZCpaHDi9AdSKEaHz4aCUyWjqsDPPUEVK6/cEFHqKjFOpFTOHfI6AKCPNosMbgE0VbURolczPjWYYFqcERKnG2B8UWbGnkWiDmotnpuEfzPyvFzJBhlYpD1kx7UelGF7SUqvDQ227iw3lreTEGokxaYgbUYg8LLh9fh7qJU4D8OGOev588mgM/ey8R3anWqrkMm6ZpudYYymRHbto98Ndy0fTYbMjlwl9RFxSLTpsLjexNZ9h7CzikZMv409f1bOlqoMxCUbuOT6XaLOW297czrQMC3UdbgobbFw4I5U3N9WgkAmcPTUFlVxAp5GTFWMkStezo9bm8PLwV8WcOjGRTRXtofrrZ9eUs3xMX0nXggRjyN4rpTv1cU1pKyWNds6cktTn/SatguRIHRE6JTaPn2NGxXH53Az2NdjIjNZz9pRk3t1aGxoX395Sy6TUSB7+qhiPPxiq39coZXxy/ZyRMoghoFbK+HJvI1aDmqo2J6kWHfWd7n6/z96oFDIePDkTnz/I7gY7Z41JBkFAOci4oz7I66pBnmFapZyzpyR3L1T39HOwnVuASL2aOTnRg76vNwlmLU9dNJm7P9jN1uoOJqVG8ocTCoj/mY2J5S2OUIAKUt33TW9sI2/k/j9kDilIFUXxM0EQJgLTu5tuFEWxZaBjRvjfUdxkJ+so+YFY9OqjPt13U0U7Fzy9ISSeoZAJ3H5sHvd+vBeTRklshJa5lgqMr14E9kYAknmcZcseZb1mEWOTTOyo6b0jmsaSTD2/mhLJi1s7uXxuBiVNNu79eC8F8SbOSHMSYUjizH2vMPe80/Gb04k1aVDKZcgFgX9+Xsj0dAsx4zRsqmzDrFVx2fMbQyv3b26q4Z6TCrjtrZ2hay4piGHZqDgumJ5KRPckcUKqGa8/SKxJw4o9jXxTauJs3bdsqxnf5zNotUu7w/tXXo8bE8fXRU2cOTmZVzb01LaYNEriTGoaunpWaM+eksKH22u5dFYaRo2SaxZKqdIVrU5e3VBFi93L5XPSuXhGKvERGvbU2/hsdz3VbS4W5EYfNb+1w4VbVHBSVAWZn53P/psiTqVn33FvAOkDH9yNTq2g1eHj3o/3htrMW2r488kD7QcccA4VRGqllMsr52bQ7vTy1pZq/nzy0P1aLUYVV87LCBP4yLDqSRrGzrrL5+e57yt45vuKUFtBvJHHzp1I+si99YPpcPlY149VWZvDy1lTklhT2hoKOHUqOYvzYwHINwcocD6BJqCByHSifKUkGyz4OzZz+aQc/rOxR/hrSqqZ70taOGm0hbi3bgR9NBPkQZ5cdjpftIxitriVxHU3wkmPsiAvlv+sKuWa+Zn4AkG+Lmri/OmpBEWRTpeXL/bYOX1SEje8tpU/HJPGZ7sbQ9kfaoWMvDgT72ypDV17e3Und58wKkxIZ1xSBFqlgjve6RljJ6eaSY7S811xCxNSIjFpFKHdV0GAS2amc8ULm1lUEMvc7GgW5EZj0CjJiZVqvycmm7lgRipWg4p2hxe7249WpQhN0Pfj9gVpsnlGJulDINmsoaHTzasbqkNtx4yKI8k88CZDWoTAP9e18GnR/nuwmZNHR3FD2sDZG5E6JUsKYlixpyeDYPmYeMzagUODjGg9TV3ukCbD/n5mDOJ3+kMYl2zmhUun0u7ydXuh//xqnJts7pH7/zBzqDupAAGgCdAABYKUpvXt4enWCIeT0iY7c7KGnmr2SybaqD4qvVL3s7u2k1c2VIUZWPuDIhsr2hmTaArZEBlbd4YC1P1Y1v6VnanpnDI+kXPGW6lqdzM+OYKplU8T+fKjkDqbqKwH+N3HksruHbMjucy0HsUHD4DfBWPPIc7fAJokkEsr9TFGNbcfl8+6slYaOj1cOD2V1zZUh6WWuXwBqlqdPHLOeDZVtJMfb2JKaiRZscaw/sX0EkhYmBdNpE5Jk9fK3A4nrxywez4qwURWjJ7qNhfjkiOI0Cr5rriF8clmpqRFsqOmE6NWQX2ni1uX5dHm9NLc5SY3zoRcBpfNSefUf69Bq5Rz1/ICFuTFsLWqA61SxviUSCalRKLTKJmTHY1WJUchg9w4E1PTo4g8wgXKDjdRwU6se/9L2E3hdZDZ/j0MURNXIRN4c1N1WFuH00fTAUJKA2HUqEmz6LhybgabKtpJidJxwrgEvN6h1z0Z1AoE4L4zxrKzppP4CC3xEZphpXrta7Dx4rpw8fw99Tb21NtGgtTDQKRWxbR0Cyv2ho9/cpmA1x/kgTPHsbmiHbNOxbwca0iMTttZDJlzYPNzkL0Uir9AZatDte5xLs86jYlLT2Nrm5KciCCpMXpOfbUWQQww96xXoGYjbHwKy4YnOH3cBQhRacj2fUJNyXaWj51OdqyBjeVtnDYxkaWjYtld20VKlA6DWoFeJefTXQ0UNdr564oKnj47j+0NbgLIGJ1o5vZegSfAjIwoUi16/n3eJNaXt1LcaGN6hoVfvbAp7H2bKjs4c0oKx46JY2xSBE9fPIV1Za3YXD6mZlhwef2cPCGJSalmpqVbMHQHBXZPgLc21/Dkd+XkxBo4b1oq96/YR4vdw70njUajlIVUjUHadYs9SjK5figtDh9fF4WrlH+2u4FLZqWRdZBjANq6HL0CVIn3drVx0VQHcPBdS6NGxZysaGZnRVPcZCMn1kgwKA4aADbbPCHBr979vHpB5o+a8WHUKjH+jAW4Ykyafu//GOPRJ+R5uDikIFUQhF8BNwBJwDakHdW1wMLD1rMRDgvBoEhVm/OoqZGzGlTUHqXpvtVtTv740R5M/QziTq+fW5bmkhltAJ8HPP34pXodmFRwz0d7OTbXxAMTm9H6OsAcAac+CW1lzDc3sTDXSqzWzxXZXQjtWlh+H9TvgLWPgjEOEieFTlnUYOOCpzegkAlEaJU4vX5sbl+fS9vcfiw6Jb+el0n8EO5VjVLBjEwrYOWSKBtb65zs7faVPHNyMgvzYvqkuM/NkQScVhe38PHOQjpdvtCq5y1Lc7hzeQHBoMh9XxTy+DeSmrHbF+TmN7fz2hXTOXlCIpAYdk6rUc0xo+M5ZvTA6VgjHBy5TEAM+mHurSDIpP+52pF5B/bO601QpF8ly+GIHhk1St7dVsfbW2qYmWnh890N/P2zIl65fKiVsVLaXVyEhr9/WkS0UUWjzc2J4xLJiumbTnkwvAGxT5000K+X7AjDR62Uc8GMVIoabVS1OREEOHl8IrvrOrG59bQ7veyq66Sq1UlchIZJ+21/BAXoY2DKr0AMgK0BojIg6MNi0rFUtoml8VrwudjdkQloaXcFQWWA7+4LXV+59VnpHKYEqlu6aJd1ctyYeBbk9gjMnTKhp79bKtv5vtvqZm+Dg6J2uHRuDnq1gnanl9MmJvHEd2WIIiRHabnlmDy0KjkpFh0p3WJ5u+s66U+/JT5Cw5xsKYiJ0qv7WBydMC6xzzErCxt5tNvb9djR8dzx7s7Q+tKjX5dw53H5/PWTQly+ADqVnAfPHE+aZURZdSgczPczcGDB8AEEA/0vpB2sfT/egB+nL8B/vykl3qzhkx31XDU/C88gY82BFm/7sf8MhYx+StIteh48azw3ddsz7b//060jomGHyqHupN4ATAHWiaK4QBCEPOAvh69bIxwuajtcGDWKYQmI/JKJNqqp73QflV6p1e1ONlS0cfsxeazYE75LcO60FOZkR0s7Ons+AFc7KNTg79lpahpzBS/tlIQWPi3q4v/SOklb9RtpIpY2GyLTSX77eB6Z/2d0KhBe/W3PBSZfCpMugT3vwfjzQWcGoKzFQSAoEgiKNNk8BIMix4wJ98QUBBiVGMGd7+3G4w/w/KXTyO3eRfV3G9Mf6L0WCIr4AkE0SjnZsUZe+tU0KlodqBVy0qP16AcQYthS1d5nh+3VDdWcOy0Ff0Dk9Y01fY7ZXdfF9IxuhWN/AARQyY+O39SPTcDjRD7rBvjgeogbBT4XOJrhuPsGP7gbp9fPSeMSeOyb0lCbQiYMyxOvye7hox2S6NGaXn64NW0uGGJ5bGOnmz+8v5szpySjVyuQCwKf725gQoqZUYkHFz7pTaROwcK8GFb2EvGxGlQkRR4dC40/BfERGhbkRhOhUyIXBL4tbiEjWs+XexvpcvuYmxPNrtouPt9dz7nTUsDrgrKv4es/95xkyq+gqx6O+TtUfA9tZVC1DgQZMSe8ALiYnxuNv2M9/qzj0NR8D+7uca/kK4J5J7DRbqGkqZ7jBqg5nJgayQfXzqa63YlZqyTDagjVGkbqVPxmSQ4njU/E4fGTatWFZZzsJzVKx9wcK9/u66nKSjBryIw2hI2lB8MfCOIPishlAm9u6hkfXb5AWAJEfaeb/3xTyptXTcfhCRBj0pBm0R11z+JDRa+WkxltwBsIkB1jZF+jDaNGgX6Q+VtahIzcGB1Ov8jYGBXbGz1EahSkGQf+3EubnDy/poJzpqXQnQ3J06vLSI7Skhd/8PFKr1KQFWMIU7fPjzeiUw/tmSiKIi5fAK1SfkTdGzKZwDGj4si7wURTl3vk/j8MHGqQ6hZF0S0IAoIgqEVRLBQEIfew9myEw0JJs/2oMi/WqRTIZFKq39GWdrnfh+7jnfXcfmwen+9qICiK/GpOBnP3B6itJfDFXVJq5eK7oXgF2BqoyTqHFzrGUtshCRDFmTTo7VWw8C7pmLptoDHDnJsxWGLh/WvDL77pGTjtabA3gLpHTt58wK5udbuLdKue3yzJ4YvdDWiVcpaNjqPF5qHd4aXL7eeTHfVkLTKwsaKNJ78to93p5eKZaczLjSZCq2J7TQfPfV9BcZONc6aksLgglliTBssQPTH7yyrIjDagVSoIKkTSrXpaHeGqiDFGNQ6PnzWlrTz1XRkqhYwr5mQwNT1qQPPyEQZH1OgQazYhTLsc9n0OKj1MvgTayiFzwZDOoVbK8Ysi1yzIYmVhI2atisUFMYPuCPRGr5KTEqXro1o6nHFEp1agUyt4tlc9KUgppkNFpVBw4YxUsqL1fFXYTEG8kTOnJDOyJnL4yI41csqERB7/ppTyFofkKenxU9xkZ3JqJI2dkrd0Vkx3enXjDlj19/CTbHoalv4V9NHgs0sLfzOugcY9GLc9xeNn/QW5UsXN29Mpa7+Gs8f/miX2D4nZ9QSiNZvStHN45KV6frNk8CyMBLP2oNlQGqWcgkEsPAwaJX88cTRvba7h010NTE2P5KIZabQ5vDywYh9767s4c3Iyy0bF9knX3FbdwbPfl1PW7OCKuenkx5vYUtUBgFLeV3hHrZSRYNYSpR9JcRwuaqWcW5bmsKa0hc2VHSzKj2FaehTqQQSJoj3VvHWMH6HsGww1q7CPWYiYOhu9t4aBVtjMOiUNXW4e77W4J5cJmAcZr9RKGSeOS6C8xcGOmk7GJ0eQatENaTOktMnO21tq+KaomYV5MZw6MfGIqtcUBIF0q35k9/Qwcag+qTWCIJiB94AVgiC8D1QOeMQI/xNKm+xHjf3MfmKMmn593I504kxqHjxzHAvzYlhX2kqEVsnFs9JZNioWvbp7PcrdJaWp2RvhszvA56Rr8T95wTGDUZFBnl0scvMME39ZGEF0fDJsfQm2vwYNO2DNIwRrtxLUWMAvTeJInQXzb4d5t4FSC1OvAH2P/U9BgomlBbGhf++q62RKehQvr60kLkKDRinnxbWVuP2BkGjHrtpOdtR0cN5T6/mqsIktVR08+V05myva2VDeyrlPrOPdrbXsqu3it+/t4pX1VcPyIpuSFklubM9DUaOUccPibLQqOXq1gluPyQ1TPRydaGJ8ipl1Za28tbma6RkWJqVG8sR3ZaHJ2giHjsLrRNAYoXGPFJSmTIeiz6T7aajnQGBqWhSvbagiOVKHiMibG6tDKqZDwaxT8YcTClD0qh+dmhbF6MSh+5PGmjTce9KoMI/TJQWx5A9gcH8g0QYVb22q5qMd9WTHGihrcXDLG9uJ0IxM+g8n41Mi+f0JBczOsvLe1lpe21iNWiFj+dh4ovQqblmaw6L8WFxePzjbIHhAKqMoQlQavHO5tNhXuwVW/QOs2WhcDUwzNOJrr+G4BAe/ye+gwSnwpuYURGsuwtizULYWkWDWcMzoWHbXdvJ1YSO76zrpdHrZUdPBrtpOHIeYPhkMipQ129lc2R4qf0mz6rl5aQ7vXTOTe08eg1Iu49wn1/HW5hp213Xxhw928+yairCU06KGLs55Yh3vb6tjZ20n1726jTnZ1tCCaG2Hi4kp5tD75TKBu08YPRKgHiJWvYpHvirmxXVV7Knv4vk1lfx3VRnWQRbKRESMGx7GoFZAzjIMChHj5scHvV66VcelB3iKXzEnnQzrwONmZrSBSJ2SZaNi+c3ibBbnx2I1qMkYJDBrtXv4wwe7CIoiC/Nj8AWC3PPhHtodA1vljHD0MqydVEEQ0kVRLBdF8ZTuprsFQfgaiAA+O+y9G+EHU9hgO+qC1GiDZEMzeojpdUcClS0O7nx3Z0j2/7jRcVw2O53cOFO4nLzWDCkzoWqN9O+qdZg6Cvm/iCbk3z8AAR8LIpIQRz0MTQ5orwi7jqxsJbZpN2IwpyKkTJfShb9/GGQKsObBKf8Je7/FoOYvp4zh/OmptDm8ZETryYsz8coV0yhqsGH3BChpsvP41z0ruadOSGRNSStGjQKb28/83GgsejW/emET1y7M6lN7+N9vSzlzchKJQ8wYSLXoeeaSKeyp68LtC5IdayAvrieImJoWxXvXzKK40d7jUWlU8+WeRtocXp76roygCNMzLJQ125mRaRnSdUfon4BSh0ymRGivgJIVUjCQtQQCQ5+4uHwB2pxerlmQSZfbj0yAaIOk9D01fejfz8xMK+9fO4vKFgc6tZz8+Ihhi74syIvl/Wtm0dDpQqtQkJ9gxDoM4Yyadhcf72pAFKGusyHUXt5iJzPmyNlx+DmQFKnj8rkZpEfraXd4GZdkBgHe2VLLe9vqEAQ4b1oKd0zPRG+IDReb08dCcyEou8ed/ffrzjdhzi1Ytj7O8YZY2PQUBAPMN6ezYepDNOT8h/jVd5KKnNcvfZmt9Tbu+XAPjV0eyc96fiZfFTaxs1aqVb1ref6wNCW8/iAf7ajjznd34vYFidKrePy8iUzPsCAIQkgUp7ChK8xLFeDZ1RWcNzWFFIsUbOypt+E6oK779+/v5pXu8gq5TMals9Jo6vLQ4fSSHm0Y1oLMCOFUtblC2gr72V7TSVWbC2s/adxhZC+B7+6XavpFEebeIv33ANR1egiK8MCZ42h3+rDoVWyubKO2w03sAAJIKrl0H9321g5kMgExKPKnU8YMal1T1eZkdnY0j64swe7xY1QruG5RNlVtjqMu822EoTHcdN+3gEmCIHwliuIiAFEUVx3+bo1wuChptHPCuKNL1CXKoD7qdlI/2F4XClABPtnVwKTUKPbUdzEhJZJRCSapLkKQw6zrpTdVrYHMRYjGOOSf3Nxzss4ahK/+BBPO73shQWBdXYB5xz+Kqmk7+JwQlS4Fq4ZYPDvfpX3C1cSZe1ZUrUY1c43hCoNZMUayYow0drkpb7EjEwTUCoEr5mYwN1nOtOBeTp+wjS59Ku2WFM58VUrUkPVT26FWyJHLhpYU0uH0srW6g101naRb9UxKjewzARQEgfx4U9hkKxgU6XL5WJgXw7hkMzJBwKRR4guMiNn8cORSDWrBSVIQIFdJKb/i0D9bpUJgV7eabqfLh1Ypp77LTeowSx1kATejvDsZ1bkBDDHgm8GQC1K76XT5qOtwsb26gwSzFotRNfgEsxd2jx+5IOA/QCzlQGuDEQ4PCWYt1W1OnvyunKwYA6MSTOyslWpHRRFeWlfFvJxJLDnxX7Did9BcBJYsWPh7CLhh7JlSiYMYhDWPSLX+CBA3Blb+KXQdWUc5EwrvxzXnTmpj5rHFtIiSLY0YNAry40w0djXjDQR56Ktibl6aw87aTj7ZWc+cLCvnTEuhqKGLjeXtuPx+pqRGMSbJ3MfnWRRFtlS1c8ub20NCSW0OLze8tpUPrplNbK8Fa0U/qboqhQx5r3ZlP6rUgaBItFHNqMQI3L6AtOtb14nFoEankvfrPR2GrVFSO27cDbEFkDQVjLEDH3OUID+IsbNiMMNnQSHdlzOukT5fYxw07YGEiQMeppAJfUoTAM6YnDzgcTtrOyksKeaNea1E2otpM+Tw/r5i0i16xiQdfHMgEBR56Mt9IfVbm8fPw1/u48XLhi5ON8LRxXCDVJkgCHcCOYIg3HTgi6IoPjDQwYIgHAM8DMiBp0RR/NtB3ncaUkA8RRTFTf29Z4TBEUXxqKtJBbDoVdS0Hz1eqV5/gBV7G0k0a1k6KhZfQOSzXfWsL2+lotXBvR/v5cXLppIcqSMuIhlh60uw4A4cbi/+rgYi6rf2PWn9Nph2pfSQq9sSag6OOYvt9giUnSrmG2Lh09ukWiwAmRz5Sf/hvfVFnDIjn1hT/yuxnZ2d2F0eLBEGYk06blmayzlTUwBIMimRf/cPjN/+E4BYwJO+kAvG3siLO+x4fEFijOow4aObl+aErHUGwh8I8sLaCh5YURxqm5Vp4ZFzJgxazxoQRWJMGv7w/u6QvY9OJeeeE0cNet0RBibo6UJuToZPboFgd2CqiYBj/znkcwiCjFSLnlX7mjhlQhIOj59XN1Rz9fyM4XWm6FN465Kef0emwQXvS2mdQ+TdrTX85ZPC0L9zYgw8dt5Esg+wVDoYgUCQUyYmhgnUZMcY0I7UPv9oHDcmnufXVDIqwcSWqvY+r2+r6mDJ6GiYeLEUUEVlSUJKX/6h503mFJh+tbS48cVvYfpVfc6jrl5NUKnkmurpfF/ZDEg2HhfPTCOjzUlZi6QJ0HtB4tviZsanmDnrv2tDO59ymcDLv5oWEnNrtXvw+IO02718X9LSR8m3sctDk90TFqQWxJtIMmuo6XCH2m5cnE1i96KdzeUjM8bAsoJYPu8lxHfLstyQcvrXRU38+qWe58Nxo2O5blEOiWZtvyrzdNZJ4lPbXuppm3ABHPM3UI9kCVh0SmZnWVld0iNwtSg/BqthkF3GoA/cHfD1yz1to04ZNBslI9rAovwYvtrbI9J23Jj4QespfS4bv/a/TMSqNwDpOR1fcB6lriykxMr+cXoDYfYsIKmyH7hbP8II+xlukHo2cHL3cUN74nYjCIIceAxYAtQAGwVB+EAUxT0HvM+IpB68fph9G+EAGrrcKOVC/w+LIxirQc3uus7B33iEoFLIOXdqCvsabby1uQalXMbZU1OIMahZU9qKxx/khbWV1La7WJBr4WxNEjFt5SjcLvTrH5aUeQ/EmgulK6X6wPS50F4OKTOQ+TxczXp0a5+DUSf3BKgAwQDBLS+TO+VfrClpZWq6hcQDFEk3FlXzx89KKWxysig7gpsXZpCdEk9qd3oZTYWw+sGwY9TlKzlu7iW8uEPOM9+X8+v5mbh9ATpdfhblxzA1LZKhUNXm5NGVpWFt35e2sq/RxoxBglS5IPDtvuYw/1mnN8De+n6sfEYYFoImAnH3+wjBXhMVdye0lR78oANQyMBiUJESpeOOd3YSqVNy7cKsfnfeD4qjWdop6017BWLdNoQhBqn7Gmw8urIkvK3Jzu66riEHqRqVHLkgcOPibIoabCRH6ZAJjChE/oiMTzbzxlXT2VrZjiiKVLeFZ+LkxZtAcEupvY5WguYMZBufDD9JRxVYsmHbi+C1g6KfhbP48aj3vsVt4xZwUbOSDqdkx/Xqhioum50eErDpXRM/NyeaVUXNYam5gaDIf1aVMjbRxPelbfzpo9002TycNC6R6RnhNjIAUXoVUfrweUBylI7nLp3KqqJmipvsLMyLYWq6dOyWynb+9NEedtV1Mjc7micvnMSqomYW5scwOVV6T5vDw18+2QuATIDbluWxprSFEx9dTUG8id8dX8Dk/ZY2Ppe0ANRRFR6gAmx9EaZcBgkTONqpaHVy3rQUJqdFUtRgoyDBRGa0nvIWBwnmg282iCJQ+HF44+53ESdePOD1IrSSoNayghY2V7YxJT2KmZnWQX1SM4U6IoreCGsz73mZjEmXcKBNW2/izRpUclnYc1Tdbds1wgj9MawgVRTFIuDvgiDsEEXx02FeaypQIopiGYAgCK8BJwF7Dnjfn4C/A7cO8/wjHMC+RjvJwxAOOVKwGtRHnVdqQBR5plfazmNfl/Dnk0fj9EoTm3anF0EQeODLUqIWZnO+chdqRy24OqByjbSavfVF6WCNGRb+Flb+GVqKJJ+//BOgvRL0FnQr/wDG+PAAtRuVu5lPd1Qzb3Q6b2yq5sbF2aHJdWl1HRe9vBtnd03pZ4UdtDuL+dvpWirbvQgITNU60R4oUALE66StAY8/yMvrq3jh0qnDrn3y+INhD8f99F7Z7XB6KWqw0eX2kWbRkxVjQBAEgqJIWz/iDp0uaZLZ1OWmqNGGzx8kK8YQqukaYXAEvxPB1db3Bc/QfVJlgiS49eK6KgBcnQHufHcX/z5/4HS33gR8HuT93NMet52hTqG8gQD2fjwEh7NToFPJmJ1t5c53dhJtVLOmpIWLZqZh1h6qGP8IgyEIAuOTIxmfHMnMBhvbqjuo6g5UlxbEMjleCZ//CQpOBEMs7QEVFldHn/MEg35kqbOgdrMkpDTmDKlGFUBngbFnIvvit4xTvMhvp73MrV9L44fHH0QhFxAEuHB6GquLpZ20yWmRzMm28vyaij7XarZ5KGt2sLO2g9MmJtHp8mPWKQkERW5ZmsMDK/YRFCVhuPvPHIdKLuO74ma8/iDZ3WPU/rKL3lS0Orj42Q2hoPirwibqO928cvk0zLqeHT2vXwyNf8eOjuejnXXsqpV+s9trOrnomQ18eN1sSbm1ZrOUoTDvtv6/AN/R9bw+GAqZjN9/sAO720+CWcPXRU1E6VTcf+a4AY/zBKC/mZ4nIPTb3pvESC1nTknmzCkDp/j2Rht0HKR94Aw2Abh+URYPf1WMLyCiksu4cXE2IzkiIxyMQ33q5QiC8D1gA54CJgC3i6L4xQDHJALVvf5dA4QloguCMBFIFkXxY0EQRoLUQ6GrXkqbURvZ12ALpe4cTVgNKuo63YO/8QjBGwjwVq/UwP18V9JCZrSB4iY7MzKsPPzVPgBe2xvgvGWJCLWbYOxZsPlZSJ4K8++Q6gBjRkHJ17DgTsl+JuiX6ocadiJGpiEA2Oohou9DrSr7Ij79zs7odC+vbKji/OkpRHfX45U320IB6n5m5sZzwbNbqOleVLhymoX/S52NrHJ1z5v0VhKyxvLu1Wac3gDpVv2whET2kxypZW62lW+Le1KpzDolGdFSQNnm8PDnjwt5e4v0WaoVMp65eAqzsqwo5DIumJHK+vLwYOrE8QlUtjq49pWtoTo2i17Fi5dNpSDh6BHu+iHIg+AZfzHqz8IrSLzJcxiq3FBjl5cPt9f3ad9b18Wxo4dWk98iRGGa8Cu06x/u1TkldlP2kIPUdIue48cm8MH2ulCbVinvsTIZArEmHa+sq+TRcyfSbPMQqVOytbJ90N2NEQ4PuXFG3rhqBmXNku9yVoyBiOZtkL0IWvbB2kfZtvRLxo+6GMvWR3sOlCuxRRYQsfkZmHsrBP2IqbPpyj+HiIa1Us1qyZdgiIOuWjLlDexPSJufG82U1CjevGoGyWYdFa0OBEEgK0ZPlF7NwrwYnvyuPKyf505L4dLnN9Fk85AQoeHCmWn8/bNCRBHy4oz88/RxNNs8jEkykRal51fPb2J7tz91VPcYNaqfMaqixdFHUGlPfRfVbc6wIDXWpObimek88lUxGdF6Pt4Z/vtzeAOUtzikILW6OzHO1giWTGjtlSVhyZLaRsDlC9DcXcpS2iwFgnWdbtyDLHK1KONJNKcj7+i5R/yWXJoVsaT+CP2UaSMRIzMQ2stCbUFrHjLtwAvHZc0O3tpcw9XzswiIInJB4NUN1WTHGEk7gmxoRjh8HGqQeqkoig8LgrAMiAIuAF4EBgpSB0QQBBnwAHDxEN57BXAFQEpKyqFe8sjC0QpvXwp1WyEYhLm3sKt23lFXjwpg0ipxeQM4vX50qp9+9+Gnvj/lCCRGatla3RHWHm/S0GLz8JvF2awta8EXkHYjLx2rhM5q6KqDUafCnFtgx+uIpSsRxpwp2c1EZ8O7V0o+qeXroXEXFJyMIOv1ee54He+J/0a2/t8ofHZq8n/F4/W52DwOulw+kiK1YXV0Bk14XU1ChIbGTlcoQAV4YkMrp51/Lzmxr0Lhh5A4BebeTJE7krc2V1PV5uTsKSnoVHLMOhVFDV28t7WOrdXtnDw+kQV50QethTVolNxz0iheXFvJJzsbGJcUwbULs0Opxrtru0IBKki7G3e9t5O3rpqJxaBmTraV+88Yy2Nfl6JUCNywKIfJqZF8sL0uFKACtDq8PL+mgj+fMqZfcZL/NT+38dOj1vGBawzTZ/+N5D1PEFDoKR9zPWWOVJYO8Rx6tZw4k5qGrvDFqahhKEYGRYEN1lOYNFuPYeeL+E0pdEy7me3+FBYN8RxOX5Al+TFE6VV8sbuBVIuOi2elD2unoMPpw6RT8/62Wr4vaSU71sCC3BhsHt8wzvLL5edwf8aZtMT1HkcCHvDYYd3jkDoTmUrNy8ElnDVFR+y+V/EakigbcwNr662cmrKYiF3vwJjToW4rrVGzcbgUfCWbyUeORUxPFznBXIZOF0WcSc7xY+M5f3oqab3qAGMPSH+ckBLJkxdO5sEVRTi9Aa6Ym0FlqzNUm3/i+AQe+aqY/VpbhQ02bn5zO09dOJlxSZF8sqs+FKACIZXyf54+rs8YZdD0fWaqFTJ06vB2QRA4Z2oyWqWMQFBEo5T1qTc07j/XfmGkbS9Lz5TazdL/0ufDzOvA8MsSTvqx7tHead77kQmSoNVA1AciKJ34EJNqX8RUv4bOhDlsjD+PiGDEoEFqRYuDT3c18E1RE4vyY1g2Kq6n/OYgFPssaBb9l8S9T6Gp/g5Xyjxq8i7F57NQMMBxRo2CilYnD3/VowshCGAayRIZ4SAc6p2xvzjmOOAFURR3C4MXzNQCvbdekrrb9mMERgPfdJ8qDvhAEIQTDxRPEkXxCeAJgMmTJw/dIPFIxe+Fl0+XhBvOeAGcrbDyT+yxpzFl0dFX5yETBKKNUsrvUOvADic/9f0ZEEVmZlpYWdgU2qmM0quYnhHFhTNSufT5jZS3SGk4YxIMnOD9FKGzSao37ayChp1w+nMIJV9C/VYo/65H9OOLu6Rd1rwTIH48RCRKO/XOVtjxBqr1j7N21pN8tqeF99e66HA6WJhnpajBxq3LcjH02v3JjTezPM/Mx4UdgJRmVNYcnjYkivDXjX7+dvIfcBRcjUxrIiBTcebjq0Mpk98Vt/DXU0czKyuaC57ZQFOXNFFbV9bG5XPSue2YvH5N5gHSrQaunJfJ8jHxRBnUYQIRLXZPn/eXtzixu/1YDGoitCpOm5TM4vxYBKGn1ruooW9a6uaqDly+AMafYZD6cxs/PS43T2x18Wd7Jifm/AuHT+Sjz+2cPck/5CA1MVLH1QuyuPrlLfi7VWNSonTDtqH6vknD7TsmszxrJrU2WPu2i/vOHPp3aHP7uO61bUxLj+LKeZlUtzv59cubefDM8Qw18bjT5eOZ78v5w/GjWJQfi1wm8PCX+0iKPDqyYn5u9ycA7nYpUFWoIXMRBTVv8FjDsbzaMZ3lWXOptcFoVzzPfV/O0jNOICIyBuRqBGsW8QLc1bWYt7dL4kPry+GDqERePCuNj69PIlKnQjaIIq5GKWdJQSzTM6IIBEU8gQBLHvg29LpCLuuTpQKSwJJBo2BfY9/a+W3VnTi9AUza8Ps7O8bIaROTwhbsbl6SgwyBXbWdxEVoQmNlapSeX8/Pos3hQa9WcM+HPdVbJ4xLIGf/8zdlOphToaMSvrwbEidLc5X48aD45WUI/Fj3aEAUOW1iIm9v6ZkanzE5meAgwt5yIcBHDWYebb2ASckXsaEhSK4ykrMSB96BbXd4ufuD3aRH65mSHkVth5s/fbSH+88YR4Tu4At8NnTc8Y0XJecyKfl8NtQHkTX5uW3ZwGNUfpyRc6em8MqGqlDbRTNSwyzgRhihN4capG4WBOELIB24o1vsaDB9/I1AtiAI6UjB6dnAuftfFEWxE7Du/7cgCN8At4yo+w6B7+4DuRImXyYtSxli8M79LZWvQ7KsHTj60iiijWpqOv43QepPjUohJxAUuXJeJsGgiCBAUBTxBUXSow08c/FUdtd24g0EWRhtR1kbB/s+klJ5VXpJtr6zGtpKpPopmRy8Tlj2F3A0AgJEF0hLU29eLAnM6KNh+f3gaGbc1t8jT72QURYz1ohoDNEpaFUKRh1QMxoZGcndx+dw2vgOWhw+Mqw69raKrDsghXZ+bjTnPrWR0hYHJq2C3y0vYFSCkU2VHaH3/OurEsxaVShA3c9zayo4b1r4rkRvtla1c92rW6lpd2HSKPjrqWNZOioWpVzW7zFzsqx9PC4PfHhPz7Dw3JrKsLaTxiWMpGcOEZNWwwmjo3lgZTkvbOvZ7ZmWNvQAs8PpZWtlK09dNJmyZgdalYw0i559dV094i2DEBRF3thcTYfTx1Obe3ZkW2x9Fy8ORoxRzZS0SNaXt4WlhqcNo0Y51qTmvtPHc/eHu6lpd2FUK7j92DwyrEdfVszPBnOaVPKQcyzseZ/Yhh3cccqZrG6JwRcIMsoi56MddYxNisDj6ABtpBSQvXoXVdP/xjs7rGGnK29zU9YlMDd16P65QGhM8fmDHDsqjte7yzw6HF7iIzTU9ypzUStkJEdJQcPU9CieXl2OTBAIdC/inDguvl9RxQitkjuOzeOEcfE0drlJitRS0+Zi6UOrOG1iEnaPn4931iOKcMr4BG5ZlifVNU5OpiDeRGWrk2ijmtGJpp70YEsWXPiBtAjqc0vWM3FjpfnKCCGsBjVuX4Cbl+bg9gXRKGXsre8iehCf5WilD7cvwPyCRNy+IIss3cep+tbH96ay1cHsbCv//qaUVoeXaIOaq+ZnUNXmZMwAQarHL7Kje2d+c2gtw0E/kg9hmPVqrl2QyZxsKw1dLuJMWsYnm486cc8Rhs6hLvNfBtyOZBHjBFTAJQMdIIqiH7gW+BzYC7zRvQP7R0EQTjzEfozQVQfr/wPTrgob8Iv90cSqfai2Pv0/7Nz/DotedVSJJy3Ii6G6zUlRow2FTEApk6FVyml3eEm36jl+XAKnTkzCp9AR2P6GFKACeB2w6h9SLWrCBFj+AMy+WRJL0lmQvAwE6b/fv1YKUEH6/w9vgJjR6Fp2MPWb8zmj+VEWJopMTbcwJjGi392BaGs0C8dnc+asAibnprG4II5zp6YgE6RV//Onp1DR4qC024qhy+Xnjnd2cvGs9LDzyGRCv/MbgYNPelpsHq5/bWsovbjL7ef617ZS0mQHID/exH1njMXQndY2LimCu47PR68eeC1vSnoU1y3MQtntZXf82HhOmnBwhcMRDkCu5IS4DpYXSHYaSrnAtbPiGa9uHOTAHgRgR20Xu+u6aLF7aOzy8O2+FsTBPBt7oZDL+vfhHYb1i0Gj5E8njWZ0grRAY9IoePDMceTFDX2xzOHx88eP9oTuU5vHz+/e30WL4+hI9/2xCQRFdlR38OqGKt7fWkt5S3g2R2OXmxV7GnlhbQXflzTT5fJB/BiwZku2HoIMlt9PnrKeKIWXZ1aXc98XRagVcialRvHfvSqCHht881fwOQ86IgnujkP+G5QKGVfOy2RWlvSb+WRXPXefOIqU7qDUalDxnwsmkWGVFqhTo3TcfcIorpqbwW3LcjlvWgqnTUw66PmtRjXzc2M4a0oKwSD83zs7UcllROpUfLSjPpRW/O62Or4qlH6nerWCaRkWzpySzIK8mJAWQYioNOnzG38OxI8bCVD7YXRiBCdPSOTldVU89nUJr66v4vSJSZK69AAky1s5L08WdtyF+TKSZC0DHucPijy4Yh+t3aKAzXYPD39VHMpGORgHK2ORDSFzSK2So1XJkQkytCo5auXPL9tohJ8Pw9pJFQQhTxTFQmB8d1PGcGTxRVH8BPjkgLbfH+S984fTt6OW1Q9C5mJpZ6sXu1sCpFsN0Fos7ZBFZf2POvi/Ieoo80pNitTxu+X5/P2zQu77Yl+o/fI56dy8NAeNUkFZs52iokqOrd/S9wSO7ofZp7f2eFVGJEvqlN/+A+bf2Vdt1WOTrGlOehz8XoTYAogcnkxDpF7FDYuyuGhmKnKZjA6nh9P/sy7sPf6gGLJq2M/1i7IZlRBBollDbS+fv8vmpJEUqaXV7kEuE8KEPhq63H2sJQJBkZp2J/nxJjRKOadPSmZaugW7R1JXjNAOXtNo0au5YVE2p0xIJBAUSYrUoVWN6BUOFZe9nXRvIffxGTcsWY5C9JJS9RgkXwhMH9I5InQqzpuexnWvbg3tFCWatTx67tDLHWJNGq6cl8Ffe3mcRmiVZEYPT6k5L97ES5dNo7ZT2gUdrtJzfZebqrbwsSsoQm3H0bPo9mOysbyN859eH5qIx0Woefmy6WTGGOhwSumPn+5qCL3/9mPzuHxGInIEUBlh2b3wzd/RV3zH+REpzJ11JW2xM3m9VM59XxRh1qm4N90f2gFILX+Ds0bfzms7e8bPHKuGHPsGcKZjlxlwegNYDepB0357kxFt4L8XTKKm3YVGISclSseklEiabB4i9UriI6SAtbzFwWXPbwoteshlAs9dMqXPfekPBGlzeDFoFGFaDl0uH+dNS6HD6WNXP9Zun+ys58IZaUPu9wgDs6QgjsxoA002D7FGNelDERRydzKz+l3eHxNDqzYdq7OUmNoOghEnDrBsKy2IOQ5IE+9y+XH0o1DeG41SxsSUyDBP4WnpUWjkA9+/To+fR74s5vm1PZlHv5qdzi3LpDnKCCMcyHDvipuQisXv7+c1EVj4g3s0wtBxtcP21+CER/q8tL0pQGqEHCJnwq53JbXBo4hoo5rK1qMnSAWobHPyyobqsLanVpdzyoQkChJMbKpsp7wVlkWkIeusCD9Ya5ZEQXp7VXZWS6m/MgWIfimlPNArWJQrQaWDLS9KVjWL7xlWkLq7tpOHvixmY2Ub83OiuWZBFjqVApNG0UddMiVSxxVzM6huc3LqxESmpVswaZU8d8lUPt3VwI6aDpaPiWdiaiSvbqji39+UolLIuHlpDgvzYtGrFUTqVJh1yj4Bb/QBHqmHYtukkMskFcsRho1KpUMs/Bht2ZfklH0eag9mzB3yOeweH098WxYKUEEK6kqbHUxIGZqPbpvdQ0mjjZuW5LClqp0Yo4Z0q46GTjdjD77p1IfKVgcvrK3k3a21ZETr+b9leUxOixyyz6lOKSdKr+pjeWQeSYn7wTi9fh76al/YTlFDp4f15a1kxhjY12gLC1ABHlyxj6XpajK+/jMs+xt0NEDFdwAInVWkrv0tqSoDu8a/QlCEcbEqZPKe70pds5obxn/JxMXL+LxKYEqSlqXyzcR07WZPu8id762nus3FmVOSOXdaCsnDEDs0qJXkxfVcy2pU9ylP2FzZHiZOFwiK3P9FEROSzSHNgPIWO8+sLuejHfXkxRm5dVkeE1LMbKxo45nvyylvdXLC2HhSLTq+Kw7fnZueYRlyf0cYGhnRhmE9TwRBgG0vEQvE9jQiFJw84HFalRyFTAj7PagVMrSDBIwGtYLJqWYmpprZ12AjN84EiBgHGaNKWxxhASrA09+Xc8rExH6VpkcYYbg+qVd0/+exoiiGySgKgjDixvtTs+0VSJoMemufl3Y0Bzg5WwmmSbD6fskPU2v+ybv4v8JqULOmpPV/3Y2flP6EM0RRqtdbVdREfYeL57c7OHHZveR/c3nIm8476XK8xnQM9qa+J/U5Qa6CXW/Dgt/CV3+UrBQEGb4lf2WLLRpDyrlkqT5B7e0rznEw6jpcXPzcxpDc/vaaTr4rbiY9Ws/vTijgjrd3hh6c18zPZGySibm50X3Okx1rDKs7fmdLDb97fzc5sQaWj02gqNFOlF7F1HQLiZFa/nHaWK55ZUtI6fimJTk/qG7ZHwhS2uygrsNFjElNVrRhWOmhI4A8YAdbQ98XnEP//Xp8QTpdXi6fk4FWJUMuCOypt9HuGHo9qcsX4KMdDfiDQfLiTBQ32nljk4u/nDJ66P3wB3hwxT7e2yZZ0LQ5vJz/9Ho+uHZW90RucLQqOTctyeaeD/eE7tOLZqRi1IzcVz8Urz8YVre5nxa7tCDg8PQdQz3+IC6vXyqRaCkEdT/fo9eOSRnArFNy02gncjEI486WFpGB+N3/5cwlSZyZ1iQt/pV/S+fpb/BVUStzsqMRgW/3NZMTY6C40Ua0QY1MgCabl6RILekWPeWtDpq63CgUMslHM0JLZoxhUOXXDmdff+eGTg8efxAD4PD6ufejvXxVKI3/a8ukneaXfzWNC57egMcvFRo+v7aSv5wymsxofcgeJTNaslzqj/oOF6XNdpRyGdmxBqL0w6u/PVpxeHzsruuirsNNYqSWgnjToCUnotfRd8dUFBG9rgF3UuUygSvmZvDvVaWIoqQkfOW8DGSDZOBmREs+u/d9UURKlI43N1Vx+7H5UvbeAHT04zUuzVGOnFIGrz9IaZOdhi438REaMqIH/42OcHAOdX99DfQRK+yvbYQfC1GETc/C5Ev7vOQJiBS3B8kwy0Chk0RvylZKdiNHCdFG9VGXHpdq0RFn0oTZcFy/MIv7vihiS1UHtx+Th9Mb4MJvNDy+9D2ivLXUebW8UKKlqsTDhxMuRvXtX3tOKAigj5EC1dZS0ESGvFQb4+ZxxeduttfbEAT43dyzOC/aMmRfy/IWRyhATYrUcvKERP78SSGBoMjUNDPPXDyZZpuHuAgto+KNmIcwwfH6A7y4rpLMaANLCuJ4+EvJzP7f3wjcf8Y4ThyXwKL8WD6+fg7VbU6sBjXZsYYfZFP0+e5GbnhtK/5uwao/HF/AOVNTRgLVYeDQJaEdezayFXeFv5A6a8jnsBjU/N8x+dz13s5QwDE7y8r4ZPOQzyGXCZw6MZGX11eFLIXkMiGUNjkU6jvcYR6pIAU5xU32IQepUmAqcP3CbDyBICq5DIVM6DeAGmF4mHUqLpieyr0f7w1rn5ouiWtlROsxaRV0uXoyOSalRJJkMUriP6sfhNOfAaVOGhe7CWQsJCMukpfO0JJCLSjSwRQPeccj+j2IGjMICsTIdARrLrbpt/LgBhfPrZVKM3QqOX8/bSx3vrMTm8ePIMCVczP4urCZilYH958xjqdXlzEvN4Z/rSwhEBSRywT+csoYTpuYOKDVVX+/gQtmpGDpziCpa3eFAtT9OL0BSprsoQB1P79/fxfvXTOLDpcfRMiK1Ydb9XRTWN/Fr17oSTGenhHFfaePI+kQslSOJlxeP69vrObej/cSFKXx5+4TCjhrSsqAgY4YkQymROjqUQUWI9MQzQOngCSatWyvbuc3i3Pw+IOoFDI2lbdy/rSBM6KCgSAahYzLZqXj9gdR58eiUgih+/Jg6NVyEiI0YT72SZFa9EdIeYw/EOTdrbXc8c6O0Pf399PGcMqEpAE/lxEOzrDCe0EQ4gRBmARoBUGYIAjCxO7/zQdGRp+fkrot0k5YbN9V/j0tARKNMjSK7h9F4gTYd8gWtr9IInUqOlxePP6jZ2IXH6Hl6YsnszA3GoNaweL8GExaJVuqOgD4YHsdtx+Th0GtZKPDyqIPNVzwuciKUklw6V1xPo4Zt4I2EtGSRfCER2Hf5xCZBsfdD0Ufw5bnqYxZzOJXbWyvlyYgogh/+raNEv/Qve5612yeND6Rx78uCaVqbqjo4NLnNpFq0TMryzqkABUk66GECC0njIvnv6tK2Z/BFAiK3P7ODipaHchlAjmxRhblxzIu2fyDAtTKVgf/9/aO0I6vKMIfP9pDSbP9kM95NCIGRfaaZhGYe5uUFWJOxXfcQ2wV8oZ8DpvLx5ubqkMBKsDqkhYq24a+UCWKkGDWcsbkJExaBTmxBu44Ng9vYOhjiEoh61fVeTiTMH8gyIMr9nH/in08urKEB1bs4x+fFzGIlskIQ+SEcfHcsjSHKL2KNKuOf58/MRTIpVr0vHDpVKanR2FQKzh5fAJ/O30MEZEWyTIlZTqUr4YznoekqdKuasFJBMacze66Lo5/vpTfrNHiaiqHz++krqmFy9dayHjaQ8ZTDjKf9rDJuID1bXqe65X26PQG+MfnhRwzJg6Q7sUnvi3juLHxePxB/vDBbi6YkcbjX5eGxslAUOR37+3qI/x0IGMSI3jywslkRuuJ1Cm5cVE2p/YSTVIpZOj6uT/7azNolFj0amZnWZmdbe03QA0ERV5eXxmWYryurI01ZUdXZtOhsKeui79+Whj27Lr3473s6acWuDdbfEmIp/wHMX0+qI2IWYvgpMfY4ux/l3s/cRFa7lxewLbqDp5fU8Humk7uXF5AjGngxMhd9V3c8e5O7l+xj8e+lsaoO97Zxe5B+qmUy7h0djozMy0Y1ApmZ1m5aGbaEbPTWN7i4K73doZ9f799dxdlLSNzgkNluDO0ZcDFSB6nD/RqtwF3HqY+jTAUtr0KGfP6Vcjb2hSQdlH3E5kGXrskchOZ3uf9RyJymYDFoKa+w31QO5IjkVEJETx23iTKmu3srO1EAI4dHUe6VY9MJvBdcTOL82P6nTT//ut2Ei68glHjLsTtC7Cr2Ys7Ox+PP4i3CxRxY0kYZUCvsWDzhK+8iyI02TyMGmI/s2MMnDohkXe21iIIUoB55uRkoo1q2hwePthWFzKqHyoKuYxLZ6exqqi5jzqh2xek1eE5bHWjzTZJ3MZ+gMBEUByeZckI0OH2ceMKG2rFXO5asASbV+D3X3YxJ8fNpIGc4XvR6vSGLBF6U9488AS+N0FR5KEv95EcqeOUCUm02Dz88/Mifn/8EDuBFOTedVw+K4uayIwx4PT4KWmykx8/9Horpy8QUtvsTYfryEmJ+18Sa9Jy7cJsjhkVh8sXJMWiRdMr82F8ciRPXzyFVocHv19ELhcQRREhbhSc9rSkBSHI4JT/UtnuZFONi6e+sbO3UZqIbqm1s2naUszLF3Heq6U4PS6OHxtPmlWPViHDHwiGBXD7qW5zcdL4nuAgKIKv29Oj1eFFEMB7gMeHNxCkxe4ZsGRB3e2xOiUtEo8/SIxRHVYfnRKl47Zjcrn7gx6P0xkZUeTHmxibFBH2u/rtcfnEm3sCU5c3QE27E5VCRkqUDkEQcHn9rCsLtxUDSYOAyckH7ecI0jN0f4r/fjz+4KDPwna7n/SXbHxyyT/I0jkptGs58T+lPHXhwAJIIM0Z7jg2lxa7tzu7aPDyl0PtZ0aMgVc3ViECp09KorChi5p2J+nWlEGv+Uugxd7/59Jq95Id8z/q1C+c4dakPg88LwjCaaIovv0j9WmEwQgGYPe7sOzP/b68tjZATlSvIFWQSZ5kZatg0tERpILkWVjT7jqqglSALrePt7fU8MLaShbnx5AQqeWp78rxBYMsLYhlVIIJeT9FJ9PSo2h1eHmzzssXe5vYXNnOKRMSSbOa6HL7yI8zMiYnFqc3QLRBTbO954GklAskRg49LdKoUXL7cXkcOyYeAZHbj83lqdXlVLe5SIjQcMuyXFIPITVsYkokAgJPfFeG29czoYvQKvtd9T8U1pW1csub21lSEIvVoArbvVPJZSSYD891jhasOjnzc6N58rtyzn6rp31S6tAEj0DyFp2Xa+WtzbVh7fnxQ683jtKrmZNtZWVhM2W9dqfShulPOirRxEvrK/l0VwMRWiV3n1hAlH7ookfxJg3JkVqqewUyMgGSRu6rw4IvEGTFnkZ+++5O2p0+xiaZ+Ptp48jvZfPRZHPzp4/2sLKwGZ1Kzm3Lcjl9UhIGjRaUPd9DRUsTN3+2Mez8U9MtrK12c+yYePLjmllSEMvbW2r4aEc9kTolV8zN6HeXsiDeRFmvLAy1Qsb+DMGkSC0quQyDWhG2MKZXyYecjm4+iO+lIAicPjGZ7BgjhQ024iM0jE82k2DW8vh5E9le3UGjzUNBd9C6n8pWB3/5eC+f72lEo5Rx89JczpqcjFGj4JhRcRQ3lYRdZ0r60PyKj2YSI7XoVPIwfQmjWkHSIM9Ws16FTiXnuGd7PnOjWnHQ77w3K/Y0cPcHe6jtcJEUqeWPJ41iYd7AWVFJ5v77mTxIP/UqBTctyWVHdQdlLQ7m5lgZl2xG+wMymn5OxEdIqcu9FZMNagXxESOSPYfKIe2xi6L4tiAIywVBuE0QhN/v/9/h7twIB6FiNeiipBqEAxBFkY0NfvItB3y1caOh/FskEeajA6tBfVTY0LQ6PHy7r5m3NlezqaKVb/c188z3FYhAQUIEz6yuwBsIIopSDWVps4Oihi6uW9Dj7Zkba2RWlpUbX9+OXqPE212L9O7WWh76ch8vr6+kut2FWaciwazlhfPzeXc5fLO4jg+P8/LOhTlk9tqlrO9w8eWeRt7eXMOOmg78/bh8xxg1LCmIJT8+goe/KgnZw9R1unngi30Y1OETOa8/yLbqDt7eXMPqokbcVVtg+2uIhR/RWlvKe1tr+Xx3A7FGNY+dO5GIbqVBi17FY+dOOCTV3gOpanNyxYtSrdXbm2u4en5WSB3YpFHwr3MmjKj8DhNRpmBskjlUFygT4KTxCVgNQxdaUcnlzM2JZkyiNImWywTOmZqMxTD4JG0/MhlcPjOZ7y+IZOuJrWw83cvnl2SgHUZ9sd3j454P97C9e/ep0+Xjpje2U9gwdFExuQC/np8ZmtjoVXJ+szjniEmJ+1+zq7aTa1/ZQnu3WMuOmi5uf3sHG8paaexy4w8EeWZ1OSsLJU9opzfA3R/uYW1Za59xbFyymWsXZqHojiZHJUiB3OOryli/r4bHFqv4YFste+ul77/d6eOfnxchinDNgiw03R6RKVE6frs8n82VkqWHSavgpiU5vLWphvgIDdcuyKLF7uWPJ40iUieNa5E6JY+dN5FUyyGOawG/NJfY8BSGwjeYZWzistnpHDcmPrTQlhSpY/nYBC6dlc70DEuoPCIQFHlxbSWf75E8Ut2+IH/+eC/bqjsQBIHTJiUxN0cSdJQJkvDX1JEgdVCitEqePyeb948L8M3iOt5fHuTZc3Kw6Acex1Qy+NupYzB33xtRehV/O20M6kEsYbZXt3Pzm9tD+h017S5ufmM7u2o7BjzOrFVy05KcsOvdtCQndG8OhNWgZmF+LL+ak8HCvFgsR5CgllwmcNPSnLDf6M1LckLjwwjD55CWLwRB+A9SDeoC4CngdGDDYezXCAOx+11ImdHvS8XtQTQKAYv2gAmNKRGCfmgrh6iMn6CT/3sselUfv8EjjS6Xj79/Wsgbm2oAGJsUwbikCE4en0i7w0NJU99aiBV7GkmO0rEwN5qr5mUC0sPpn58XAZKZ/TGj40LiMaIoibnM36+u6/OQX/ESfPOX0DmD489HlvB7MMZS1+Hi2le2hGphZQI8fdEUFuSF57t0uXzIZQJ1Hc4+dhs2j5+aDjepvdQCV+1r5ooXN6GUyfjgOB+ary6BoB8BMFlH0Zb2F/642kGqRcfzl0zlo+tm02r3EGPSHLbdzdp2Z0hUpcvt56Ev93HqxCTm5USTFWM4LIHw0YbD7eORr4pJs+q5fpHk5/zdvhZWFjaxKH9odc5tDi9//ngvx46O45al2fgCIo99U0qiuZ0ZmX3Vz/s9h83DGM9WDO+cJylYAxFxk+hY9i9gaBPspi4P68vDUx1FUapVGptkHtI5qjvc3PvxXk6dmIRZp8QfCPLKhiriIzRDttMZoX86nF42VbT3qe/dXtPJtyUt7Py6hLtPHMVHO+r7HLu+vA2NQs6cnB6VcbNOxQ0Ls0mJ1FHT4aS82cH9X0jj6Hu725mlc7CjNrymOShCi8PLB9tr+b9leQQRmZIaRVasgTevnEGny0eEVkl1u4tTJyURCIo02tw8uKIYs07J2VOSmZBsJjvGSEbMD1gQK1kBb1zQYytmzYbTnoH4sYMe2u7w9hEIA9hZ28ncnGjSrHoeO3cila1OFHKBdKseteLIEMf5MXE4uigoexb9xn/1tM24hRr9VcQOsGOulflZ0PUhr51/HB1BFVFyD3E1H1EXecqA16tqc4aJhIG0kFLV5mJ0ovmgx1V3uHjs6xJOm5iERinH5fXz8MpiChJNxJuP3mdgTbuTR1eWcGr35+L2BXh4ZTH5CSYSh2EtNUIPh7rHPlMUxbGCIOwQRfEeQRDuBz49nB37xeGxS2JGpkSwZP541wkGofAjWHpvvy9/W+NnjLWfh4EgQGwBVK09aoJUq0F9xAep+5psoQBVIRM4aXwCO2o62VzZzoRkM8tGxfLxzvow/8jMaD1lLQ6+L22luMlGUUN4IKtVydlV08m/z5/Iy+sqMWtVXDgztWeS3bATvrsv7BjZtpeozzwDTUYku2o7QwEqSJOyez7azbjkCKL0ajqcXlbsaeS/35ahV8m5an4mYxJN7KztMbuXCdLq7H5abB5+//4uRBFOzjeQtf0OadGlG2XLbmaPqgaiqGx1sq6slbOnphz2oDFSr0IuE0KfZ5fbz0vrKjn3R7jW0YJaIWNUgon3ttWxontnBuD4cfFDPodCJnDLkhwaujzc/eFeInVKLp2VHsoUGAoGXwu6b34XClABVA2b0bQXQvrQqq2NGim160Cbk+HsCpu1SpRyGS+tC/cTPND/coThs6/RhrsfMb1oo5pOp49VxS20ODzkxRlZe0BdpVGt4I8f7eaNq2YS2SuNUqmQ4fD6eeSr8PTW8VYBs7OSaENmWGkESPd8dZuLshYHZ05OpN3p48Kn19Pm8HHZ7HSOGR2HPxDk0ZUlXDk3g/+uKgMgP86ETqXggRXFyOUC1y3MYm529KAWJX2wN8Oqv4f7XrcUQ82mIQWperWCggQTTUXNYe0pUT2BlFGjZHTiiPflcIjxVKPf9GhYm37dA0RnHQf0tWALHeetpp4onl1byfc1PuYlK7k40UiMr3rA46L06rDnGUilO4PtiEbpVHS5/Ty9uvyA44aeuXIkEqnv+7koZIN/niMcnEPNH9r/BHYKgpAA+IGhzyiONCpWwyMT4LM74KnF8MH14YP/4aRmA6iN/ab6Anxd5WeU9SBfa3Q+VH7/4/TrZ0iMUU1V65EdpNq6V0EFAe45cRQvrq3k/W111LS7+HBHPf9aWcxls3vqkKP0Ks6dlkpxo519jTaumpeJulca4cxMC4kRGs6emsKxo+N5/tJp/OvcCUxNt/RIqHu7INBX2KWmsZmvCpvocve99+va3bi66zS+KWrm1rd2UNJkZ3tNJ79+aQtXzgtf2Pm/Y/PI6FVL7PIFaOy21kkxgaKrus81dP6OUFBS3/nj2A9lWPXceVy46uxdy/NJjz666p4PJ76gyPFjE8Ie5FkxBnJihl5PKiLS0OXh/hX7KG9xsKWqgxtf3xZ2bw+G4Hci66zp0y7zDKxY2Ztoo4a/njomLL3r1AmJFAyjNjYv3sRdy/PpnSF2zpTkYZ1jhP6xuf1srerg2NFxoTa5TODWZbmhncGGTg+3LssLE5ebmGKmyeahptc41tDlYl1ZK9urO5idZSWrV5q/1aDivKQm4jf+ld8fmx5mP3HcmDi2VHYQb9JwwfRUvAGRi57dwKZKqU7vt+/t4rNdDYxOiOC4MXEYNQrOn57K9YuyOGl8Ag+s2EdRo409dV38+qUtbKrsK1I0KB4b9HOv42ju29YPWpWcGxdnY+wVHE9OjWTiyE7/D0Lms0mpF70Rg8h9A6vD2gUDV6238vrOLmraXby8o4vrN8fiEgZeOI3Uyrl2QVZY242LsonQDLzokRGt545jw5+Dv12eT/pRpv9xIAedHwziHzvCwTnUndQPBUEwA/8EtiAVOj55uDr1i6JxN7x+Psy+GRLGS95pq/4BH90IJz12+K+35wNInt7vS3avyNbGAJeOOchqljkVHK1gbwTD0O1CfqnEmDTUHOFeqWlWPXqVnMvmpGPz+Kk4ICgvbLBz53EFzMy04A8EyY41khSp48PrZtPu9PJ/b23n1/MzCQRFFHIZJY02XL4gJ2RJKZL9entFZUqpYS3FPW1qEyX+GF5YXcafThqNIIQ/a0+dmEiMUYPbF+DZNeV9Trm1qp1Prp9DRauD+AgNuXHGMK/RGJOaE8cl8N62Ot4r9nNuzplE7Xgi7BzNhgKMmiBtDi9T0iyH8GkOjkoh55ypKUxKiaKu00VChJa8eAPKAXwKRxgYQYB/ryrh7CkpKBUCMkGgxeZhxd7GsNTKgXB4/Ly2MXzhIhAU2VnTxYJBRED2o45Mwpl/BrqdL4Z1TozKHvLfAtIu2U1Lc3B5AyjlMqL0SvyB4WkBHDcmnuQoHZUtDqKNakYlRgxqCzHC4KRZ9KwtbWV6hoWbluTgDQSx6FXsqu2g0+VDIRPIjNZTkBDBc5dO5bviZuQyGVWtDl5eX8X501KINqrZW9/Fr57fSG2HtHB21uQk/nvBRKrbXfi7GslpX0XKt/eCUktrays3LMrGFwiSEqUjEBRpc3i5dkEmOXFGHv+6pE9c8tTqco4fG8+9J49mZ00n1722lewYY6iGtTfvbKllXs4wpUMj0yTf9A3/DW8fwi7qfsYnR/L+tbMoabKjVcrJjTOO3KM/kA51IhGGGLD3Us83JdKhTmCgPelqn5Gy1vC5zt4mFzV+E/1vZ0g02nwExSBPXDCJJpuHWJOaLRXttDoH3mSRy2SkWXTcujQXlz+AViknJUp71NdeqhRyzj1gfpAbZxjRE/gBHGqQWggEugWUCoCJwHuHrVe/FAI+eOtSmHSxFKCCZPI97zb45BapdnTUwDUBw0IUYe8HMOeWfl9eVe0nN0qOTnmQgUImg5g8qN4A+Sccvn79TDHrlNg9flzeQJgv55FEulXPq5dP541N1ciN/X/vUXpVn7Sr/HgTzTY33oDIQ18Wh7127Oh4ZAM9bCJT4cTH8K38K8rKb/DFjGX3uLv42wopTS431sgTF0zmng9309Dp5rRJifx6fiZKhQzRH8Ci65u2GKVXU5BgoiDB1M8FQa2Qc8PiHGSCwPvb61g57mROmhhAuf0FPKnz2Djhb3y0z8VJ4+XMybIyMcU88Af3A9CpFIxPMTOeH+8aRxMquQy1Qs6/V5WGtR+4wj8QGoUck1bBgXofes3Qf/dKrQH31CtxEUS7+3UwxmNf8CfUSUOfuNe2u7jrvV2UHmB9Ex+hZdEwJvB6tYLpGRamZ/w4iy1HK5kxBp6/dAp/+GA3D37ZxPycaE4cl8CrG6rJsOq4+8TR5MZJY9C4pAjaHF7u+WA3TTYP50xN4Yq5GQRFkX99VRwKUAFe31TDkoI4FhfEQqcfNnXvbqoMCCodD3y2L6wf45PNzMyU6pyN/exambVKFHIZfl+Aez7cTZfLj9PrJ9rYd6fKqFZQ3GgbknVICJkMJl4kea3veA10Flhwp+QDOwwyog0jQnGHkaqAheaZ/2Hszr+hatiIJ2Ea2wr+j0DATOoAx+l1/e9gHqx9P1F6Ff9aWdqnffm4gf1Vy1vsXPPKVjz+ntIIjVLGJ9fPOervB+3I/OCwcqhB6u9EUXxTEITZwELgPuDfwLTD1rNfAhufBpUeMhaGtyt1MOM6+OQ2yFoCaulHa/f4eW9rLR1OL/NzY4Zfr9G0R6rDO0hN6XvFPqbEDzIps+ZB5dqjIkiVCQIxRjXV7U5yhvMA/4WRF29ke00nFr2KhXkxrCzsWYU9a0oyGQdJRY02arjj2HxufH1bqC0pUsuoxP4DRQCc7eBsBWsO22b+i8rkKjY1BHn7YxuBoMjxY+MRgSUFsUxMMePyBYg1alB2rySqFHKumJfBquLmUB2MQa3oEWUagHSrnr+eNoabluagU8pRaqfC3Bv5vk7BpS9sDb3vzU01vHHldAoSRuqhfgno1VL96Lqy1pCgjVGtCKmDDoVok4Zr5mdx7as994FFrxp2+qExeQx+6z+wT78OQaHBEDs8y642h6dPgAqSoNL/BFcnOFpAawb9SMALkkXMq5dPx+b2YzWokckkexSdSk5UL6VRlULOslFxTEqJxOMPENM9jjV1uVlX3jfFtrTZzmJiISIBFtwFky4FuYJpdh0Rq+ro7Pa5FQQ4Y3ISyVHSuDwt3YJZp6TD2fP6jYuz0asV1He6KWuRsmP21ts4bWISK/c2hfxS1QoZKRY9pz6+hjeumhFmozMocaPguPtg+tWgVP9wrQqPHWyN0nzHeORnav0YmLQK/l0agVb7O6ZMF1jXICJWGbgybfD025PGJ/D+th4xqzMnJw9ahpIRrefk8VKG0nCOq+twhwWoICk813e6j/ogdYTDy6EGqfuVB5YDT4qi+LEgCP0r+RypeJ2SeMzC30lPlQOJyYe4MfD9I7DwTkqb7Zz/1HrSrHosehXPfl/B8WPj+d3xBSiGmiq49yNIntbv9TrcImvq/JyVP4iKqTUTdr8lpSUrj3yhl1iThqrWIztIVSnkLM6P4cEvizl9UhI3Ls6mvtPNhBQzC/NiQrYB/bF0VCwv/2oaG8pbiTNpmZYRRarlIA+o6o1SGnvjLogdTfaif7JZEYfR7OWcqZEkRGjpdPowdNcpWQ4iFjM5NZI3r5zBurJW1Eo5MzKihhxQqhVyknqp5Dm0CTzy9fqw99g9ftaXt40Eqb8g5mRZePbiKawvb0OrkjMt3TJsy4r5OdE8c/FkNpS1YdIpmZ5uOSQ1XIXWgCExf9jHAWiVMnJiDexrDK8hixzEQuJHoW4rfHSTJOhnzYETHobUmT99P36GmHWqMA/JpAGUNw8UrIrQKZmTbQ0LCACyeyvtymRgTgIgzwgvXTaVNaWttDu9TEg2MzrRFBofc+KMvH7FDNaXt9Lp9DE9w8K4ZDMgLbTkxhkp6rYwevK7Mn6zJBuXL4jd7cNqUPPfVaXYPH7Wl7cOL0gFKTiNPbR7PYymQkmTo2ylpJdx/EOQtQhkR2YG04+FQa1kRoYFQWalqNnOlBwD/mAQg3rg8cOoUXLnTANL48zsbQ0wyipnUoYO/SD+o0aNkjuOy2PJqDj21nVRkGBicmrkoMdplTI0SlmYF7leJUczDLuuEUYYCocapNYKgvBfYAnwd0EQ1By6CNMvk22vSHV5A60+jj0bPr2VrgmXc/EzOzlhXAILcqXakZPHJ/LIymJuemM7D501fuD0yv3s/QDGn9fvS28WeZkUK0d/sFTf/Sg0YE6TJjCpswa/5i+caMORb0MDcNL4RFaXtPDW5hoUMoHTJiYyNzuaGOPAKYYahZwovYqsWCMmtSIUYPahoxpeO1valQFo3IX5/QsomP8mV69sRiEXSI7U8tBZEwa9lxVyGRNTI5mY2n8A4fYFKKzvoqrdSbRBTUF8BBEHUccLiGKYuf1+epuMj/DzR61SMC83hnm5w6yt64VBqyQpUocsQ0AuE4g3//T1ccrumuXHvyml2eZBIRO4aGYaKsXwarU8vgCFDTYq2xxYu1PhzcNRzrQ1wusXQGd3nW7LPnjlLLhiFViODnX3Hwu1Qs7V87PYVdtJabMDQYCLZ6QxboASgzFJZsYMYEGUG2ckN67vQqpJq+QPxxdww2vbaLZ7aLV7kcsEatudrNjTSJe7Z+xzeft6UQ+Fpi43e+u76PL4ybIayI0zDm0+sh+PDT65WRKQBOiqlZ4VV3wr+bOPMGTSrXqKGmzc9d5OYowaPthWx99PGzu4F25HFbGvLWW5u4vluijY3QobrXD51xAxUFUq6FVKYgxqArEGYozqISlFK2QybliUzb9WluD0BtCr5Fy3KBuFbHi19yOMMBiHGqSeCRwD3CeKYocgCPHArYevWz9zgkFY+y+YdtXA7zPFQ9IU/v7KZ+TE5oUCVJBqjm5eksvfPtvLfV8UcdsxeQOcCClI6KyBmII+L/kCIs/u8vLr8UOcxFizoXr90RGkGjVUtPZNvzvSSLPqefLCyZS3OJDLBDKsegwaKbBzev1oFPI+Ew+n18+WynYueW4jvm5hl9lZVu47YxxxEQdM8DuqegLU/ThamGlx8NoV0/H4g6Rb9WG2McNFFEWcXj9fFzaHpW1eMjONm5fmhP6e3pg0Sq6Yk8Ftb+8ItcllAjMOsZbP5QuglAl9shvcvgAyQdq1HuHnyebKNq54YRNjkszY3H58/iCPnT+R5EPxp/M5QaYC+fAekQlmLfXtbpaPiceoUSAI8N2+Zs6dmjKs83yys54nvytjSUEsH9bVYTVquP3YPCK0Q7Qy6KjqCVD34+mCjoqRIPUwkBtn5I0rZlDf5UIpl5ESpUM7yO7TobC2rJVX11Vy6ew0HN4AsSYNx+THsFLTzNtbakPvk8sEpmV0Zx6IIngdUinSAVlXXn8AlzeAUaNEJhNo6HRz0xvbWFPaCkg2Is9dMpVZWUNPtaerridA3U8wAK0lI0HqMPEFgjR0ujh7agoymUAgIHnk+gMiyoEWutorwdmdgr5fdMneCB2VAwapHl+AZ78v5/4VPTXTtx+bx2Wz0kMlOv2RHKXjvs8LuXhmWqifa0uaOXNy0pD+TulZH0CnkiP0l4l4mPmprzfC4eOQRlVRFJ3AO73+XQ/0db8+UilfBTIFxAzunVeadAof7VZy37lxfV5TKWTcuCiH372/i7FJZo4Z3fc9IQo/huSp/abPvL3Ph0UrkBU5xAl0dB5seELyAxSO7A3wGJOajRXt/+tu/CSYdSompPQEiRUtDt7ZWsMXuxuZlWXl7CnJZMcaqetw8XVRE5MibNzzcXMoQAVYXdLCrrrOvkGq1izdK708JBFkKHSRjI774Wm1ZS123t5cw1d7mxiTGMFvluTw8Jf7CIrw7JoKThyfcNDUzaWjYlEqxvPM6jKi9CqumpfF2KTh9ampy80Xuxt5dWMVGVY9l81OZ3xKJJ0uL9/ua+Hp1WWYdSqunJvJlLTIoafoj/CT4PT6+XJPI+dNT+XrwmYidUrmj4lnd23n8IJUWyMUfQKbn5VUrGdcA0mTh3y4Ui7j4tlpfLyzjrc315Ifb+SPJ40mM2bodVrV3Zkf83Ki+WJPI3lxJhbkRlPSbGNSyhBToDUmkKv6WkVpzEPuxwgHZ09dJy+srWR7TQcnj0/k+LHxJB7mILWyxcHG8jYq2504fAHmZkfz2MpiMq163P4Aty7L5dNd9Vj0an49P5OxiRHQUgLbXobizyFzEUy4AKJz8AWCbK1q59NdDawtbWViaiTnTU2hrtMdClBBWvD+40d7eOOK6UQMdedeZZCEl5yt4e3a4aXrjwClzQ7u/WQvvWxLkcsEpqZFhQS9+kVrpo+kvkwOmoGfg6XNDh78MlzU65+fF7EgN3rA61mNam47Np/XN1azqbKNaelR3LQ0N6ym+6DXbLLz5uZqvilqZmFeDKdPSvpR61h7X29BXgxn/MjXG+HwcviX/o4GNj0jCSINYUXm0VIrywxbMdSJkLW4z+smrZLrFmZz+zs7yIszknYwn6nd70L2kj7NnR6R+zZ6uHHyMHawdFFSPWpLMUTnDv24XyCxRg2VR8FO6oF0unzc8c6OkCF9YYONrwsbefaSKTz7fSWzjfUYbUVUtPUVhml39PVAJSoLFvwWVv6pp23+nWAZnj1Hf7Q7vdz8xna2VnUwN9tKYqQWjULGb5cX8KeP9gDSDufe+k6c3iCpUbqwOjGzTsUpExJZNioWhUzA5Q2wq64ThUxGulU/aPqSKIq8sqEqpHK8u66LL/c28d41M9lbbwsTltIp5Xj9AaL0atKtun53d0f46XF5AyjkMh75qiTUtraslYfOGj/0k4gibH2x5x6v3w77PoXLvhzWjlCCWctJ4xKYkWFBr1KQFDW8nVyPL8inuxr4Yk8jIAnmrC5p4fHzJgz9JFGZsOSP8NntPW2zbgTrkT3e/xRUtjo4/+kNtHWPk3vrCylusvPnU0ajPiDTotnmprLViUGtIN2qD7PV6k19p4vadhcRWiXpVj0KuYxPdzXw8Fc9yutrS1v566lj+O17OylvcaJXyZmWYSElSkt+vAl7RxOmd65EVrdJOqBxN5SuhPPeYm+bjAe/LGdtd0Ba2GDj233NXDM/s09fKlocOLwBIvq5bWvanTR0urEYVASDIu1OH7GmSJJP/Be8fl5PkDTqNIgdfBF/hHA6Xb6wABUkK639olsHxZIF8+6Ab/7S07bgrkGfzy2dNqwGNadNTEIuF/AHgry9uZbWTjsMEKS22D3847O9zM2JYXyKmTa7mwdWFPPgWeMHzKZqtXu47tUt7KmXaqwLG2x8X9LKs5dMGTQLSxRFKludNNvdxBg1B9fOOOB617+2ld11XaHrrRni9Ub4eTASpA4XZxuUfg2nDm4L2+QI8mWlnwfGRsGedyUhAfoGtlkxBk6ZkMgVL27i/Wtm97VLsTdJYjXzbgtrFkWR3692MTFWTqZ5mGmI1hzJiuZID1JNGuo73PgDwaNq96uy1REKUPdT1uJkc2UHL62r5OJFdUSXf8DxuXfx7p6usPf1qwasVMO0K6UU8c5qiEiShMGUg6+cDkZFi4OSRjsXz0ylstXFk9+WIZcJ5MYa+fW8TCpa7azc28TT35cjipAZrefx8yb2WenVqRRUtDj4v7d3sL5bffOEcfHceWw+8eaDC4rVd7p54tuysDaXL8Ceui6e/K6n/ap5GWysaOeiZzcCkpflXcvzSRjg3CP8NNjcPt7bVhvW5guIVLcNwye5qx7WPCL9ty5KEsfzuaSxdxhB6vbqDq54cRNT0iLZUd3OhTMzOGdqypBqvQA6XN5QgLqfZpuHunY3pA2xE3IFxI6BxXdLqqsqnfRvxQ//vR7tFDfaQwHqft7ZUsNV8zLJ6rVjvre+i6te2kxlqxOZAFfPz+TyOZl96uu3VrVzxYubabZ5UMoFfrs8n6UFsTy1OnxM8viDtNg9VHXf0w5vIKTkvjAvFnndVmbVbZIyXnRR4GqX7t3yVVT4poYC1P3UtLuI7ccW6bSJiVgNfSfw60pb+fXLm4nQKjltUhKPfV2C2xckQqvksXOnMPvyb6G1CHRW6dkwoiY9bJKjtJh1SmxuP2atknanF4tePXg2iFIL038N6XMkRW+dGWJHg2LgQCxZ4+FXc9J5dGUJSrkMXyDIDYuySVC7BzyuutXBnOwYHvu657hrFmRR3WYnSn/wHfSyZnsoQN3P9poOKloGPk4URb7Y08hNr2/D4Q1gUCt46KzxLMqPGTB9t6zFEQpQe1+vfJDrjfDzYSRIHS6734HESSFbmYF4vdDL9HgFhrhMKP0Imvb2W1MKsCQ/lrJmOze+vpV/nzcpvH5w7weQNEVK3+rFkzu8bGsKcPesQxAIic6VUoImXjD8Y39BqBQyzDoldR1uUgYTH/iFUtfhYlNFG6XNdsYmmZmQYkYh6z8gDwRFVAoZAUGJqnYd188rxenL4IsSG5E6Fbcfk0ub3csLaypo6HKTE2tAKZezp66T8SmRTEydiCV1xrD76PUH2FHTyYbyNiK0SqamR5Eda0QURVy+AGdOScaoUTA13cLYpAhsbh8xRg0Oj48TxiZy9StbQucqbXbw8FfFPHjmeJpsbjZVtFPZ5mRCspm6TncoQAX4cHs983NiOG3SwWtlFDIBjVLeR2xJKZeFAotooxqnN8Dmyp7U8U921jM7y0JchIbt1R1kxxqZlBpJfMRI0PpTo5DJ0PRTL6yQD6P+SK7AlTiTbSkXs6lDT4wmyBRZERnyoa+4dzi9tDs93LU8n+3VnUyYFcmYxAj21ncxOW1okyKZIKCQCfgP2FKRD+dv6aiCN86XApXQCZRw5XeS8vxRjscXYHtNBxvK24jSq5iWbhlySnZ/95RCJkPR65nt8gb45+dFVLZKqdtBER79upQ52VZaHT4K6yUl1bx4E7e+tZ1mm2RR5AuI3P3BHnJijf0qpepUCoJiX3Ga3XWd5ARkNI+6jM1Ry9nTqSQvwsekjhXEdtWiNgrIBEK7dOlWPWdNTqaqzcG9J4/mgRX7CIoi/7csj063j6dWlzMzw8LYJLNUu9rl4vrXttLu9HHxzDQe+rI4ZCHW6fJxw2vb+eC6WSQmDN1TeIS+JEXqeOaiyawvb6OqzUlqlI7pGZYBF1n3U2oT2NycTFFDBHlxJiZrBdIHcXZzizKKmzq4dHY6jV1u4kwa9jZ0MTvRPOBxHn+A0hYbl81Op6H7uOImGxOSB04v7l1a1BvvQdr3U97i4IbXtobUhO0ePze8tpWPrp9NuvXgv1vlQQTAjqYNi186I0HqcNn2CuQdP+jbgqLIa4U+fj1BJa1sJk+Tgs2DBKmCIHDprAz+/lkhv39/F386eXTPCtHOtyBjQdi5H93i4ZW9Pu6aoUYzTOVIAMypkhCOvQkMh66o+UsgLkJDeavjiAxS2xxebn97B98W94gaXbMgk6vmZnLm5CTe2FQTap+UGsmO2k7On57K9oCGTH006atu4KHUhTQsOYGmxKV8UtjB5qp2dtX2rD5eMiuNb4qaeeybUi6fk8Ety3LC0tqauoUd4kwa2hxevIEgsSYN8l4PiDWlrVzy3MZQNliUXsUbV0pehZc8uzHkuaZWyLh5aS4Pf1WMQiZw78mjaejqu6q7uqSF6nYnv3l9OztrO0PtV8/PJClSS017zw7a2rLWUJDa1OUmIEp93f/7ijFpuHVZLne8szN0TKxJzejECK5ZkMXFz24kN9bIjpqe6+xn1b4WKlsdFHZbRCwpiOG+08cNvZ5rhMNCMCjyqznp/N/bPd+hSasItwUZDEMMK3Lu5vp3SwHp/k+OzOC5c/LpmxTZPz5/gL31Nv7+WVGoLSvGwD9PG/rkXRBETp2YxBubeoSPcmIN6A/MsBkIW0N4gAoQ8EkiNyNBKt8WN3P5C5tD/441qXn18ulDqlXLjTWSG2ugqJfN0FXzM0nuldbd7vTyfUm40NzcbCsvrqviox098h1nTkoi2qAhQqtialoUOpUMX0CkxebhpsU53PTm9tB7o/QqNAoZE5Ij2VLV892ePjGJb4qasSfGsiJwJq+taAWkMfPU0SfwR+9a4nRw4jjJD1MhEzh/egp//liqfbToVZwxKYkZmRaueXkLju7FOoVM4JXLpzE13UJzl5em/YF0UAwFqPtpdXhptnlJNB95z9ifErvbx0vrqnhna09WyNlTksmJMw5oJddic3P/5/v4ZFdDqO2k8QncfcKoAe2vOoJ6OpwtvLmpJ638uDFxdIkDp9L6A0E6nP4+x/n9A6vqG9QK5mZbw+Yri/Jj0KsGDhobutxhdjcgZRI0dnkGDFIzog0sLYgNy0w5bkw8GQcrqxvhZ8dIkDoc2iugrQwSBq8N2tQQQCGDjIjuH1/CRMlX1dV2UEEBlULGzUtz+OfnRVz98hb+dtpYInzNUm3JXEk8eV9bgN+vdtPuEfndTDVRmkNcEZLJIDofajYMKej+JRNn0lDR4mBeziDLir9AihttYQM+wH9XlXHy+ERuXprD2CQz68paSYnS4fAGeH5NBfecWIBJn8ruhc+R1rEWjb0aS3QcV39SyjFj4sMCVIBX1ldx2ex0Hv+mlKdXl3H6pERy40zYPX4+21nP3z8rwuH1c+GMVDz+IK+sr+LCGalcPDONxEgddo+PB77YF6bp0ObwUthg47t9zWGm4B5/kL31XaRZdFS0OllZ2NSvYuDk1EiqWp1hASrAc2sqOH96alj67qTUSGwuH5/srOcfnxfh9gW4cl4mZ09JJqY73e34MfHEmTSsLGwk1aJnXk40aVY98REaXr9iOuvLWuly+9lW3RF2vTSLjjW9JqMr9jRR3GQf8q7ZCIcHhVzg++IWbj82j6IGGyatkhijelj2U1WtDv66MjxluLrdw6bGAJlDFOet73Tz+NelYW0lTXZKW+xMOIjl0oGo5HIEAX6zJIfiRhtJkVpEkeGpUuqjQW2U7EH2I5ODcQBxvqOETqeXv31aGNbW2OVhe3XHkILUeLOW/14wme9Kmtlbb2NutpUp6VFhi3IRWiUTU82sLe3J6piUGsmDXxaHneuNzTU8ft4E3tpcy5PflZFq0XPetBTe21LLpXPSeflX0/hidwMROiVKuYzfvb+bs6YkMz0jiroOF/NzYxiTGMG5T61jZqaF11aH37/v7OrgouRMNhbXAgbuObGATqePT3c2hHZVWx1e3t1aSyAohgJUAH9Q5NnvKxiTEEGXy0eUXkWbw4tSLgvblQVpQcgyUuP3gyltdoQFqACvbazm/OmpjE48+C5lYYMtLEAFeH9bHWdPSWZG5sGVmj0BkRUHlBZ8srOBc6YMPOCJCP0ed/7U5AGPc3j9JEfpuHZhFhUtDtKtelrsnkHtk2KMalRyGd5Az/s0ShnRxoHLF0xaJX84YRTLRsexuaKdyWmRTM+wYBzRkvjFMBKkDoedb0s1ebLBP7Z39vmYkaDomVgoNRA3Fgo/gQnnH/Q4nUrBHcfm88r6Sub/82tOimkmS38RndtFvqtxUNQW4PhMJcvSFWEPxUMiOg8q1hzxQWqsSUNps33wN/4Ccfv6rlz6gyIef5BYk5YFuTHsqu1kZWEjx41J4OalOWREGxgfLcO49XXY+QoIMnzKWDrc0wn0k0rm8QdDKW5BkVBQubWqnVve6rF++c+qMi6fk45ereDJ78rRKuX8ZkkOPr9Iu6uvGJPTE6Cxe3W+N11uXyjNts3pJVKn4tjRcXza/RCONak5c3IKtn78UV2+ANGGngfXnCwLc7KsbKxsZ2ddFxfOSCUoSmqwK/c2cfY06WFs1CpZkBfDgrzwrAK1Uk5chIaCxAjEoIheJeeRr0sQRZieEYU/KPbpR3/fyQg/LgERNld18MGOepKjtDg8AdocXm5bNvSae28gSFc/AiUHruAPhC8o4uzn+/cM4xxKhbQr4fQEsOhVmDQKFDIBo3oYO6lR6XDyf+Dty8Dvlp5Zxz90WITOful4/MF+hWgcw/BWTrPqDy5yiGQxd+exBVz63Eaa7dIYZzX0P6Fu7PKEaktLm+387dNCrlmQybWvbuWDa2dzz0mjeXBFEfd/IamwPremAq1SzpxsC0tHxaJTKbj/jPFsrmzr9/ytURMQXc28t62WdKuOFruHjgP+fr1aQbuz72fSbPNQ2uLgmle3cM2CLB74Yh8f76jj6vlZ/GdVKf6giEYp45+njwvbSa5pd7KrthOPP0h8hCRy01/96wjhHEwgqcs9sHCS6yDPnIO178d9kHvePciOaD/TBKl9kIU0jy/Iy+ur0ChlxJk0rNjTiMcf5Ngx8QMel2418Oi5EyhpsuP0BdAp5eTGGkkfgnhSYqSW0yKTOG3i0OxxRvh58ZMGqYIgHAM8DMiBp0RR/NsBr98E/ArwA83ApaIoVv6UfRyQnW/AxIsHfZs/KPJ5uZ+7Zx/wUEqZLikDjz2zT31pb1QKGRfPSmfZqFjWf7yOb0zj0LYFmJEo59cTVKiGU5s0ENZs2P0WeO2SjPwRSoJZw7f7WgZ/4y+QzBgDVoOKFntPEDgjI4rU7glDYqSWO4/N48vCJm55c3to9fuKuRlcP/caDDlLwWPHYsniMqObdqcPk1ZBl6sn8JqXEx2qxZycGhkyFl9V1NynP18XNTM1PYrPdjXw6sZqLpiRilwmcMLYBB7/pmeHSSaATiXnvGkpfHPAeSanRvLPz6V0yfk5Mawra6PL7eM3i7PxB0UcHj+tdg8tDi8GtQJ7ryBx+Zh4ThqfwNikCBRygcxoA2adinXlrawra6WkSVqssBpU3Lg4B5cvgPYgipsAu2o7ueDp9aEJ3NikCN64YjqCIJBo1nDtK9vC3h8foRmRt/8fkByl47zpKfzjs6KQWJJMYMDdhwNJi9Jz7rQUnvyuPNSmksuGlTJs1ihZPiaeD7bXhdq0Snn/YmQHwe0Vqetw89t3d4Z+r+dOTea40QNP5PqQexxctVry1zbGSgGqfGQHIcak4dJZ6fzj856UbLlMYHTiABYfh8CYpAjev3YWFS0ODBoFpU12Ui26UJ0qSKnge+rDM1e8gSD+oEiH00dlq4OUKB0zMqw83Eu52uULcMzo+FAK6OxsK3EmNR/vrGdfrzTkVIsOe0CJ2RJDjLGTFruXTRXtLBsVR0lTz/kqWh3cuDibt7f0lIcAXDQzla3VHXQ4fTzxbRmXzpbU4KekRaJV5eDyBrAYVKwqaiQvzkiqRU9Rg42Ln9lAfXeZRqpFxwXTU1lSEDskRdajGbNOEcoi2k9WjAHzIP7ImVZDn3srM9owaFprcpS23+MSzQMvKJi0StItOsp79zPagFE9cD/VSlno79v/N2ZGG1APUiMaDIrUtDvDfrN/PHEUAVFE1o8Y6QhHDj9ZkCoIghx4DFgC1AAbBUH4QBTFPb3ethWYLIqiUxCEXwP/AM76qfo4IM37JB+w2P5rSnuzri6AVScQozvgh2eIAVMClH0D2UsHPU+8r5qTVRtg8qwfx89UoZKsCqo3QuaCwd//CyUhQktZy5G5k5oUqeP5S6fy729K2VLZzjGj4zh/eirGXg+1Lo+fez7cE5ae9cS3ZRwzKo6JqRNDbSeOd/PF7gZuW5bHij0NlDQ5WJIfS3asgce+LuG0iYlMTotiY3kbMzKtWPpRgEyK1GLo3vFJjtSi7TbPlglw5dwMPtv9/+ydd3hU1daH3zO9ZdJ77xBa6KE3EURR7KjYe+/ea7tVvd+1Xbv3WrD33gUVVIr0TiAkpPeemUwv5/vjhEmGhBQEpMz7PPMoZ84+Z89kzz577bXWb9USolUyf0QcMhlMSAvn6YW5PL+8CJkgcMWkVNaUNJEaYeC04bFsLG0mNymEVUVNrCqS1ClnDopic3krexvbuWN2Fj/trqO00crJOdEEaZWIIoxP81eWrDM5fAYqQGO7k41lLZzfi6CSy+3l5RXFfh6GbZVtlDRZOW+MFNb06DnDeWN1KT/uqmNcahjXTEsLqP3+AdicHlxukWumprGkyxhz9OER6EqTxYFGKeOyiSn8uKuOGKOGecNiMffhxeiK3e3lrA511KX5dSSH6bhqahrOAfTDK4r833e7/X6v766r6Obl7xOZTNqIjAh4T/fn7NEJqBQy3vytjBijhttOymRYH2IxB0NciNY3HyzdWcvCsYlsqWhje2UrY1PDmDskhvs/29Gt3T5hlyCNtEQbmRTCK5eO4ekfC7E43Fw7NY0Z2f7jISM6iNtOyuLrbdVsKW9lWEIIuYnBbCxr4dc9DTy9MJfHlxRwwbgk2h1ubpmZwVfbaghSy7l4QgpNZknw65NNlTjdXq6fns6UzEhfOkmD2cHzy4sYGm+kuKGddoebcalhLM2vI1irZHetmcRQLR9vrPQZqABlTVaqWm1sKG0JGKl9YHF4OL/LGMlNCmFoXDAme/eooa44vV7unzeYL7dUs6m8hbEpYcwbHntAoaJ92Jwev3ZjUsI4dXgs1j7Cb10eL+eNTWRrZRvbKjr72TUctye8XpHze2jXUwRXV/Y2tPPwt/4h+v/8Jp+89HCyooN6bRvg2OZIelLHAUWiKBYDCILwPnAG4DNSRVFc3uX8NcCB42KPNDs6Qn37YSx+s9fF2JgDeGeSJ8H2j6RyNEIf4Vu7v5JUfQ+HgbqPqBwo/fWPM1KtTVKeLyKEpkq5VIeYCIOaVqsLi8Pd7zIQxwr7FtB3zM4iSK0gzKDuFgZusrl6DCNqbPcPtY0K0rAoL4VWq5PTR8Ti9orIBYGtFa3kpYezrbKNTzZVIQiw+NKxxAZriQ3WUNMmLUjUChmzB0eTqmpG4w7m1HHZGDp2VqdkRXLLu1sYnxZGu8PNe+vKefXSsRg0Ss7IjWdGdhSCIJXO+Wl3PYNjg1i8sgSzw01alIHMaAOFHR6C5DAd60uaMTvc/OPrfManhjE+LYyoIBVP/ljI5IxwEPALLytv6p6bWFBrxiWKdN37dbu95NeaMNlcJIRqexRLKqrvzPNLjzLwl/k53DY7E4NagaoHhdkAh592h5u315bh8YpMyYzAZHPzf9/t5s6Ts5jd974iIIXa/e+XEkJ0SiZlRNDY7uChb/J54NR+XgDpN1DTZiM2WMPf5ufg8Yp8sr6cyyZ3r0d8IOxuT4+/157CMfvEVC2JKOkjIKSfibUnANFGDVdNSeOcDmNVLhPY29COyyPVYT7Y+sc2p4fSJgsCkByu9ysnd+rwWC54eS3xIVpm58SQGaUnWKvk5lkZ/P2rzr368alhFDe0sygviYxIaQGuFrycFNHC1DP1NCvjaBM1qBQCpY0WTHYXccFaIoLUvPlbKSabm7z0cApqzSzZWcvUzAiMWiUGjZI3rxyP2+NFp1KwvrQZm8tDSaOF+z/bQWyIhry0MF68aBQmuxulXIZaISc3MYSsaIPPQ5sUqiPMoGJsShj/+Lqz38t31/PJ9RP9FND3UdZkJaqP/MEA0m/8398XMCTOSF56OLtrzHy7vZaXLh7da7tmi5N7PtnGnbOzmDM0hlark7s/3srLl4zptZ3d7eWatzZy2vBYrp6axobSZq59ayPvXT2+13btDneP/XzzirG9tlMpZBQ3WKhotvraGTVKxqf1nq/fYnV2E+tyecRupaACHH8cyRV7PFDR5d+VQG+/hCuB7w5rjwbCjk9g3DV9nuYVRZaWuXlgwgEm5LA0KdS3dBWkTj3whWzNUh3TybcfZIf7SeRg2P01uKygPILKfM1FsH4xNBVBcCIgSPU3w9Nh3NWSwXqIkMkE4kK0vhItxwsljRYe+Gw7q/Y2IZcJXDk5lWunphG+X+5TtFFDeqSevQ0W3zGFTCAprOe/d0gXZVq328srq0pYW9zsy0UVRfhySxXnjkngjNw4tEo5HlFEIZNhbalh4u4ryQuKRzA+C0iiDeNSwlh82RgK6sxolXKGxAf73d/Y4fmNNmrIr2nzq2/5zpoyPrpuAlWtNtrtbqKNaupMdp9QxNqSZiiBu+dkkxUdxGurStlc3srzF41kdLIkYDQpI5wPNnSdfmDe8Fg/xcQWi4MPNlTynx/24HB7mZAmeTpe/MVfCGdUkv8DVSGXEaYPLMD+SML0KuYOieGtNWV8saUz1DYjqv+77HGhWqZmRfDjrno+6yJeMhBVcIfbi1Yp56Vfi6lqsSOXw52zs2kw938xlRCi7fH32p/8Kz9KV8LHV0B7HWhD4YwXIGuu5GENAEhzXWO7g//+vJfFq0rwijA1K4J/nD6015zTnqhutfH40gI+3SSNnTNy47hnziDiQyVP6uDYYD65biLFDe00tjt5dMluWm0u/u/MYdw9JxtRFIk0qJHLBTxekZMGR2PQKMDSBGueh1VPofJ6CI3PY9uQh1juCuPpHwuxuTwkh+t44cKRzB8ex/2f7/ALIR4aH8xPu+uINWr8Nml1KrlfaHtZk5WFY5N4+sdCPuv4DS3IjeOeuYN49bKx7Kxqw+L0kBFpYGVRA2+t8c/Ecri9/La3kTNy4/zUhwGGxBnJGEDI+4lKUpgOo0bBzmqTr75nqE55wGf1PhKCNdw8I4Mnf9hDi9VFuF7F7SdlkRjae1RPYsf9vt5W41OdDtUpSeijLqtGKe+xn+peUmdACrW3ONycMjQWl9dLWoSBndVtRAX13s+4EC1GjcLPoxyiUxIfiFo67jkqn1aCICwCxgCPHeD9awRB2CAIwoaGhu55cYecunxwmKTaon2wuc5DkBJi9Af4agUB0mbCpjfB20sIx45PITYXVId5YldpITRFMoiPCKKU27vkQclgn/ZnGH0pjL4Epv1J6st390Lh0kN618RQrV+uzuHkSIxPr1fkvXVlrOoo0O7xirz0a3GPu9jhBjVPnZ9LVrSUWxeuV/HiotFk9iNMpsniYHpWFJdOTOHuOdlM71BIlstl5MQFo1HKeeHnvTy7rIiiylrmCGugrRJZ5VpcWz9hY2kTb/1WKoWVaRScNSqBU4bFHvChGxmk4bkLRpLesaCJNKh5YdEohsQFMz07ijCDmlV7mzg9N46J6VJIr04l57ppaRQ3tHPmyHiW5tdRa7Jz87ubqe8IOwtSK7hgXCJKuYAgwJwh0SSH+T/gtla28X/f7fYZ478VNxOqV3LK0BgEQfKSXTs1Df1ABGyOQo74/HkEsLncDE8IZlKGNCY0ShlXTk5lINpyckHGxXnJjO5Q4dWr5Px57iAiBqBaKpNJednnjUnk8kkpXDctg/Jmq3/d6z5ICNPz8JnDyIjq/L0+fu5whg8kZ7K1Aj66VDJQQSpH8/Fl0qbgUc6RHp/rS5p5ZWWJL7z61z2NfLSxErGPEMT9+bmg3meggqSuumy3vwJqepSBmBANjRYH545J5M7Z2ZQ2WWmxOHl2WRF/+nQ7P+TXMyEtnPJmK6+tKuGT7Y0Ue2N8kVfqqjWEq6RIgX3COGVNVu7+eDuT0sO5OC8JuUxALhM4a1Q8bo+Xx84ZQcR+nszBsUb+c94IjFrJcJ2YHoZWKfMZqACfb6nmh/w6EkN1zB0ay9mjElhb0sTuGjOyHkRy3F6R2TnRLBybiEyQNlfOGZ1AcriO0ceR4vnhGqND44N58rxc4oKlKKCEUC1PnpfLoNjef/s2i4knOgxUkBSb//PDHiym7pFAXRGQVMS73u/WWZlA72Pf5fFy20n+7W6emYnb3Xu4r4AkCqeUC1gdHpRygVOHxfZ5v+RwPS9dPMbvfv9bNNpPrCvA8cmR9KRWAV31qRM6jvkhCMJJwP3ANFEUu0t/AqIovgS8BDBmzJiBPUkOhgGE+i4pcTMyuo9FbEQGlAfBrq9gyJnd37c0SEbaxFsOssMDJHoYFC+HtOmH9z6iB1Y9A40FkHcDaPcTNZErJHGpsDTY9BY4rTBkwSG5dWywlt21pr5PPAQcifFptrv4foeUNzdzUBQWp5sf8uvYXN7CyUOkMhPN7Q68SOHOwxJCeP+aCdSZ7ARrlT3mTZrtLqxODxEdIcNtVhcPf7vbTwRm0fgkxqWEct6YBNwekZtnZnJGbjzuul0kbnwUhzmK+lG3E1n+Lb9qpnP1/9b4lADTI/W8dvk4n4HaYLYjl8kI288IGJEYyofXTqDe7CBEq/QVMv9hex03v7cZkPZ6bpiWxi2zMnF7vNhdbr7cWsv/fbfbFxZU3WanzuRAJZexJL+OzeWtXDM1HZkAa4qbeOHnvcwaHO3zpvYUEvzIt7t584qxZEQZ8HhF1pY0kRN3aAVWjjRHfP48AtS02Xn0+wImZYTx9Pm5ON1eXl5ZTJBawazB0f26RrPFwTVvb+CJs4dz/7zByGXw+Pe7CdUryU3qPRxtHy63SGqE3q9O6pA4I1MyD1wGoify0sJZfMkYqtpsBGuU5AxAAAoAc41UB7srbocUrRKZNbBrHWGO9PhcX9p9Y+/7HTVcOzXNF+HRH5bu9DdIE0K1tDvctFmdvrrJbVYXLy7f61cuZNH4JARB5NVLx1DdapMM1BYblyxe55vLYoxpvDr/a0LcDbi0UThlUYxP7Ygi6SC/xoTLK/LgaTlcNjEVm8uDWiEj3KDqMdJDrZRz5qgExqSEYXG4SQjTccPbG7ud9/2OWhaOS0StkOPyePl2ey2FdWaum57uUxwGabNwdFIocSFa/n7GEC6dkIzV6SFMryQxTO/Lsz0eOJxj9KScaDKi9DRbnITr1ST3w6NfY3JgdXrISwsjKzqIXTUm1pe2UGuy01tGelmzlceXFHBGbjyhehVN7Q4eXVJAdkwQiWEHvq9MEPhpdx2XTEgmJkRLVbOVX/c0kBXT+8Z3rcnO0vx6vzXFWSPjiQvR9Ho/gLz0cD6/cRJNFifhBhVRQQG16BOBI2mkrgcyBUFIRTJOFwIXdj1BEISRwP+AuaIo1h/Bvh0YUYQdH/fbYFxS6uLqEX3svAsCZJ8G616ChHEQHN/1hrD6OUiaCJojtBiOHizlv9rbQDPAxVB/Eb2w4j9gqoQxV4Kil/BIQxSMvRLWvSz15xDkyyaEaVlb3LNE/7GITqXg0gnJVLXa+GprDQaNgptnZpAeqcdkc7J0Zx3/+bEQryhyy6wMThkaS5he1c0gBBBFkXUlzfzru12UNFo5a1Q8l09MoaHd4fcwAalm24uLRnHHh1txe0RumpnOacPj0KnMrEi9mX+vd9NkcbNo1HzsJi2i2LkA3NtgYUdlGzqlnC+3VvPfX/aiUcq5e042MwdF+YWihRvUfmHL9Wa7X/7TheOSaLW5ueGdTUQYVFw/LZ0dVW24u+SthOiUNLTbuePDLZycE0NBnZmCus580ssmpqDpkkMaZew+JtMj9RTWtfPssk4P1KxBtm7nBfhj0SrkXD4pmVqTg398nU+ITsV5YxJ8O+/9wahV8srFY/hxVz1ffplPtFHDLbMyie1hXBwIuUzgtVWlfsd2Vpv8FKj7w4bSZt74rYxf9tSTFR3EzTMymJY9AOEkXbgUhePsDBlGkElzawA/cuK6L6zHpoShUw0sYmJ8Wjg/75G8aueNSUSjlPHKihI+3VTFn04ZxNTMCAobutezDDOoqGm1c+O7m0kN15EdE8STSwv8cvBqTQ5+M6ehVcawdE0tmysKGJUUygOnDuaxJQU43F7igjWE6JSoFHLSB6BI3dUbNTo5tFvd7YwoA+VNVjKjg1DKZUxID2dLRSsrChv509xsNpW3Em1Uc+qwWMZ1CNbtqW3n8aUFbK5oYXp2FDfPyOhX5E4AabPhqaV7WFPSxMSMCG47KZNBMb2vBXU6HQ+eNpjluxv4fHMVIzvGhlbbu+GnVki1R99dV+53TKXofUNBo5Jx04wM/vdLsSTUlBrGtdPSUPeRSuB0e7utKT7bUsXZvQgYdiXKqPHVNg9wYnDEtrZEUXQDNwFLgF3Ah6Io7hQE4R+CIJzecdpjgAH4SBCELYIgfHmk+ndAaraCx92v+nJFLR4sLkgL7sfXaoiEzNnw09+k/FMARNj8Dljqes9XPdQoNFLN1OJfDt891r8CrWVSjdjeDNR9aENg1MWw7n/QuKfP0/siKVTHni4GyrGOUiHDCyxeVUpDu4OSRgv//r4AjVLB2pJm7vp4G1WtNmra7Nz76Q5Wd4QF98TuWjMXv7qOLRVttNlcvLaqlKd/KqS9B0VBt1dke1UblS02ak12Hvh8Jz/k17FVlsNV35rYU2+lyeLk6RW1ONxiNyPB7nazbHc9//g6n3qzg/JmKze/t5nNHTlMDWYHq4sa+WFnLWuKm9he2Yrd5cbh8tLSIZJw9sg4NEo576wtp9niZE9dO3d+tJVbT+r8jSrlAn+dn8M9H2+jsL4du9vjV2IiIVTLBeMSkckEWq1O1pc2IxME/n32MII6jGWdSjKgn/6p0O8zhOqUrC1u4rPNlawtacLiOAhBmwCHFLfXi93t5c3fymiyOKV6k9/v7nOx1RWVXMb3O+t447cyWqwudteaufm9zZgd/Vfm1asVPdY0FPtfJpWKZguvrthLWoSeSyakMDUzkv/+spcNJQf+DXcjLA3mPwuyDkNLEGDuvyD86Pai/hHkpYWTl9YZihobrOGyiSkD9vzNGRrNoBgDMUYNOpXcNxYL69u5+s0NbKtsw7rfWJqQHs7WijY+2lhJm83Flso23llb1mP9aKNGwX9/3csvhY2Y7G5+3tPA66tLOW9MImqFjEfPGU5kD96l0kYLq4oaWFvSxA/5tWytaKXV4mBbZSvLdtexp86Mxyvi8YrkpYX7lVxKi9ATqlf6jemzRsWTHKZlXUkzjy0pQCkXiA/RIiKFgW4ub+Gn3XWMSg4lIUTHl1uque2DLb75O8CBqW2zcfUb61m6qw6T3c33O2q57q2N1JvtvbZTqVS8uqKElUXS2PhlTwNv/VaGWtW7w0QuE3h4wVCeu2AkDy0YyrMXjOShM4b2GMrdFb1KwV0fbePnPQ2Y7G5+2lXPnz7Zjl7bu9+rp5rTogjOQG3xAAfgiEqdiqL4LfDtfsf+0uX/TzqS/ekX2z+ClEnSQ74Pfih1MTpaKrnRLxLHSYJFX9wEaTOgtRTa62HUpVLo65EkbiQULoGc0/s+d6Ds+grK18C4a3utD9uNoBgYfDr8/C84/dnfVcs1MkiNxSnV19xfWOhYxGRz8X6X3c99bChtptbU/YH23rpy5h2gYHZhXXs36fjPNldx1ZRUwvQqPwW9nNggv5pqAF9srWZCWli3At/f7ahhenYUH6yXBItkgpQHdddH27r14afd9SSG6bjlvc1s7VDUTQjVcv7YRFYWNbJofDLnjkmk2eJgWEIIT+1nOHpFSUjqtUvH4PKKpEToeXXFXl/92FdXlnDO6ATOGZ1AeqSBjEgDsSFaGsx2Hvp6F1907O4atQqev2gUzRYnqRG6DvXMTmN9ckY4FqeHC15eg1eUPtNfTsvhwvHJAzKIAhxagjRKPtrgX+NRFGFPfTtz+nmNvQ3tfjmFIOV6lzZamJrVP9Xx2BANpw6L4ettnd4ytUI2IC9SbZud3KQwnli6x/e7XDQ+iWbLADZDBEGay6MGSSG+hhhpI1J57M99h5qEUB3PXziKwvp2XG4v6VGGgyojlRZh4M0rxlPZYuWGdzb7vSeKsLakiTNGxPvNqWOSQ/2iNACWFzRycV4yT/7gvzmrkMv8BOUAKltsTMoI59KJKb48/q5sLGvhlnc3cdnkVB7v8LgCXDU5lW1VbawraUYpF3hp0WicHi+3vL+Zs0clcurwWKKC1DS0O/hqSxWX5KX4rhkXrOHMkQmISMOsutXOo0sKuGN2Jo1mB7d/uBWPV0QQ4JopaXhFkZ3VJsqbrYQOIL/7RKS0yUpVq73bMUkd+cAexLo2O9Vt/u3Kmq3Ume0M6+V+sUY1G8ta+fOn233Ps/tPHUxccO/jv6LZRlWr/1gsb7ZS0Wwjuxevb7BOQVywxq+viWHaAYXVBzixCKyqesPrkUR+Uqf16/TvStyM6isfdX/SpktGqdsmeWvHX3/kwny7Ep4ODrOUL3ooqd4MW9+FUZdIIk0DJWao5BX47fnf1Q1BEEiN0LOr5vjwpqoUMmJ6CGWMCFIT0YMR3ps6YE9CQMFaJWE6FW9cPpZpWZEYtQoW5MZx86xMnwqg7556lZ9K7j6iDBrGJIUQpleRE2fk9cvHkRquJ6GHBWCkQc3SnbU+AxWkBVhZk5X311dQ0mThikkpTM+KZFN5K+EHUNN94PMdHSUTgrqVkfh4YyXFDRamZEb68ly3V7b5DFQAk83NC8uLmD04mhGJoUzMiOC+eYOJDFKTFqnn+unp/Pv7zhqWXhH+9d1udlb3LlAR4PCiVsh6LHERPYC8JYVc6LH2r1rZ/8dku93N4NhgFuTGE6JTMjwhmD+fMgiHu//hvgqZwEu/FvttHL29tnzglcjkSogeIin6xuWCMhAmdyDCDWry0sKZkhX5u+ocRxk1ZEUH9TgWXR4RnUruN6fGBmt8kRv7aDA7GJcSxp2zs4gwqEiP1POvs4YdsNxGfKiOjCgDXhE2lDXz7E+FXPH6el7+tZg1exuZlRPNS78W+wxUgFdWlvjypF0ekfVlLdz9yTYcbpF315Xz1I+F3PfZDqIMGp67cLSf6JJCLmNrZStP/1TIUz8W8uGGCkQRsqKN/PnT7b4wZVGEl1cUc8rQGOQywa8cT4Ce6SnEXBAkz2VvaHpQ1RWEno93paLFzmNL/J9nj35fQHlzd30Gv/v1sCEr3a/3SUqrUHD55FSmZEZg1CqYlhXJxXkpgbER4IAEjNTeKF0BmpB+1Zers3gpafOSE3EQX6kxVjJW40cdeQ/qPgQZJI6FXV8fumuaa+DXR2H4+aD7Hcp+2adAw26ppMLvIClMx47jxJjQKOXcPDMTRRfV0EiDmonp4ZwyNAZDl4WPVinnvDGJPV0GgJw4IyMS/HORHzwtB6NWhU4l5/5TB/HuVXncf+pgksJ06Lo8+DRKGTMHRRFhUBMf0rkIlglw99xszhmTyPe3TuG9q/OYmhWJRqXg6qlpqLqE0oXqlAyJM/ZYk7Sg1kxKuJ5Gs4OfCxqoMztYml/L+WMT/YIbksOksh1njIz3hSkvyI1H3+Xhp1PJOWe/3Jf9d4MBtlW1+cLbIoM0XDM1jW9umcyn10/EbHd3K5DucHtp6CE8L8CRw6BRcu20ND8139hgDRnR/Y++EEWRReOT/Y6lRegJ1fXf+9Nmc/HiL3u5cFwCL18ymn+cPoSNpc3dvCO9YXV5aOrBIOmpdmqAQ0dzu4NdNSZq235fzrnJ7ubs0QndxqJOpcDscCETBG6ZmcGXN03i7NEJ3DtvkF/7calhpEXquXlWJt/eMoV7TxmEx+NlVZFU3qUrZ46MI7mjzMiOqjaeWLqHJ37Yw7Ld9Tz87S6WFTSQHR3U4/zU1WiVyQRMtu4bKUFaBWqlnHqTjfUlzeyqMaFWyLl+egZKueD7bDfPzECvkjMlM8Lvc3tFcHlFbpqRMfASSicgMUY1C/b7G587OoHoPvLi5TKB04b7R0otyI3vU928zmTv8XnWV3gxCMzf735n5sazXynTbkQZVeyqMeHyeDljRDw2l4e99Wa/mubHA/UmO7tqTP34HgP0xR9kER0jbH67317UpaVucqPkfkbDMUf8GFj5HylHVvs75eJdNvjpH5LxHZb2+64lV8HQs2HtixAz7KDFnVIjDL7cx+OBcSlhfHL9RHZUt6FVyhmREOITzPj4uglsq2pDFEWGJ4QwuBcJ+9hgLS9cNIqtFW00tDsYFCN5Ah76Jp/UCD3/+7WYBrODlHAdTy/M5dXLxrC9yoTJ5kKtkGF3eXh9dSmnj4hHo5ShUysYnRTK8IRgBEHoJnQwOjmU1y4by6q9jQRrlYTolNzx4RYu2M9AABiVHMqSHTWEG9Tc8v4WrpuWjt3l5YP1Fdx9crZUyD5EiyjC7R9s9e3YX5yXTLRRzUMLhlLUUW8yI1Lv9zDcVWPyE1rax8xBUYTt51HbF2qVEKpDr5JjcXbm0Bg1ChL6qEcX4PDSZnXSYnHxjzOGUtViQ6UQSInQU9Nqg34q8yplciqaLdwzRxpXGqWcdocbt6ePlVcXIgxqXr1kDH//Op+d1SaMWgV/mjOIrAEI2QRrpbqIXb0ZMmFgXuEAA2NzeQt3friF4kYrkUFqHjtnOFMzIwdUOmgfe+rMvLaqhLtOzsZsd6NUCHg8IinhOl5ZWcq7a8sRRZH5I+K4OC+ZkwZHo1PJ2VVjRqdWYFDJfaVloowaJqRHsLGsifPHJtJmczEhLZwGswOlXEZkkApjxyZKYb2Z3/bTHthY1sLFecmkRegpbuwU0dpXUmsfLreXGKPGL1VEIRPYW9/OHR9s5aK8JCpbbKwtbuKuOdksyI3j0+snUtpkobHdyRNL9/DssiJGJoZw95xsn7q1WiFjYno4ObFGlIF0iD6paLHh9Hi58+QsTDY3Rq2CHVVtVLZYe01TCtYqkcsEv3ZFdWZCdL0btwmh2h6fZ31FE+hUMuYMiWZIfDBN7U4iDCriQ7V9lmdrtDg5c2Q8O6tNNLU7mTUoiqHxwTSY7MdFGhbAmr1N3PHhFqrb7MSHaHnivBHkdQiKBRg4ASP1QNhNUPA9LHixX6d/s9fFhPhjPGRBpYeYEZD/BYy+/OCvI3phxRNgiIbEvEPTt5AkiBkOa/8r1VM9CNIj9XyysbLvE48RZDKBEYkhjEgM6fbeoFhjn7XVuhIfqiO+o4B3U7ud11aVEqZX+ZQjQcqNue7tTby4aDSvrSyh1mTn1OGxfL7FxJ66dvJrzMgEUCvkfHrDxAMKjwiCgFwuUNNmlxbxn2wHpFy8+cNj+Xp7DaIIM7IjmZwezriUULZXtXHTjHQsTg/XTk3j9dWlPLqkgJnZEXg9Xl5aWQpIwk5PLN3DkDgjje1O7vl4m2/jyO0V+b+zhrFwXBJmm4uXfi1mdHIo980bhN3lpaLZyq4aExeOS6Kp3en3oG6yONhZZaLOZOfxc0fw8aZKftpVT7hexcNnDiMn7jCpYgfoF6IIxQ1mQvRqNEoZArCjyjSg2qKCACOTQnl5RQkljRYEARblJaNR9X9x3WJx8O5aKf975qAoFHIZWypbiQ/VMrif1/B4RR44dTB/+3In1W12DGoFf5qbPTD1pQD9pt5k58Z3Nvny5BrMDq59ayPf3DKZjKjec4mrW23s6Ii8yIwKIiFUg83pYVFeMhEGFUFyD9E0Ymlrocis4a3fynxtv9hSTXyIlpnZUdz2wVaf0qooduaapkUaSIs0EKbX8N2OMkw2Fz/sqkNAYEJaONdPT2dLeQtFDe2IopS7/PZaf62CpnYHF09I5tWVJVS22NCr5Dxwag52t5vbTspELhOYnhXBxPRw/vTJdmpNdowaBddNS+e99eU4PV5eW1XKHbOz+GlXHX/5YidxIVoSQ7XEBmu5+b0tvnttrmjFqFGQlxbGrhozj587grzU8IMy9k9ERBFsTul3vi901ub09OmhHBJnZE5ONPd/vgOr04NBreCRM4f1WS5NAO6YncVzy4tosboI16u4aUYGij7+XCLSpkhimB6VTIZRp6Cg1kxsH2rqVoeHG9/ZhMnuRq2Q4XB7CdEpee2ysb3f8BihvMnCNW9t8OlYVLXafHNJQmigpuvBEDBSD8SOTyB2hKQy2wfNNi/bGz1cl3sciAKkToHfnoMhZx18OZqt70qhvmOu7JfgVL/JmAWrn4XK9ZAw8EktxqjB4nRTb7IHZMwPQLPFwfvrK/luRx2nDIvxCwkDqR6l2eaksiNMNjFMxxddir97RbC5PJQ2WUgJ12N3eXoUy4gLUZMaoWP57s5C6B9vrGR0cih/P30IKeE6ftxVT36Nif/82CmSNCEtnOwYA1dOTiUjTMU4TTkLv7N0u/7mslafJ6qrt/TrbTUs7DBC0yL1PPD5Dt97E9PCuePkLC5evI4RCcE8d+Eo4kK0mO0uHv2ugA82VPjO/fPcbK6dkkawTtkpFOEwS3ns/ZgzAhxaXF6R5AgD//w63xe+lhyuY2QPGzgHwu0V+csXO5k9JJqTh0TjFaV6mYkDWFy0WJ1kRgfx2JLO3P7RyaHYB6BemRau59P1pfxpbjYqpRy5IPDhujImzUnv9zUC9J/qHkRnHG4vFc22Xo3U6lYb17290ZemMDY5lJx4I2+s7jRELxqfRFWzk4eGWfnvzu5V9TaWtTAmJcx3z30sza+j1ebilz0NvHvVeFLD9TSZnbTYnFw3LR0BgWaLg1abi+ve3ugTrRsab/QzVIfGGxEESWjv4QVDMWqVeEWRuz7cSkmHAF5ObBBhehWPfLOLM0clkB0dRKvVyWurS2kwO4gKUjMxPQKlXCAuWEtlq42yJgu3vLeZ++Z133pZUdTIZzdMIkyv8itvE6BvkkJURBvVfvVnL8lLJimk97WlTCZj3vA40iODqDfbiQlWkxnd9wZddZudZ5cXcdbIeHRqBRaHm6d+KuTfZw9j2IEzhPB6RRrbXTz9U6cI4uUTUxD7sKbrzXafAbdvvLdaXdT1IPZ4LFLVavMTWgQpTaOyxRYwUg+SQPxFT4gibHgVMvonNvxdiZsRUXLUfW0/HQtoQyTjfMu7B9e+5BcoWAIjLjz0+bVyFeScIdWRdfWe2N8TgiCQHR3UY/H2ABIFtWa+21FDRpQeZQ+e0LzUMLyilOcKYHG4u9VejTaq0SrlXPnGeuY/t5IXfy6ien8lwCYb76+rIHW/QuUby1qoaLZSUGtGKZfx6qoSv/d/K24iOVyPxeFmblAxkev+zbDI7uMsNVJPVg+KqqOSQwBwi14Wr/S/9uriJpranXi8IpvKW9lZbQKk8L2uBirAkz8UEh6klgxUlx32fA+vz4dXZsGmN8F6/NTkPRZwud18tqnKL7+qrMnaY27ngTBqFKRESJsuzy4r4vnlRextsBCm77/ypEIu57X9xuzGspYeSy8ciCB7Feen2dlU1sxDX+/iww3lXDMujDRXUd+NAwyYEK2yR8GankS0urKjqs0vj35yZoSfgQqSqvqIpHB+M0UwIrZ7CGVqhB5ND+uGjCgDFc1Wmi1OvttRi16j4MH5OcwdEsPqIimk9+K8FP75db6fqvqOKhOD44yMSQ7l1lkZXD0lje921BLZMVcNTwjh7TXlPgMVYGJGBP/37W4sTg9vrynjo40VbK1spcHs4PyxktLvxvJmlu9u4MopqcQGazBqlFidHrw9GCVZkTqSZY0BA/UgqG9q5v31/s+at9eWUd/U9/OkoNbEq6uK+dMn21i8qrRfJfdCdCrMdjeLV5Xy3LIiXltVitXpJrgPtV2HR/SrrQrwxm+lONy9G6lGjRSW3BWlXDhu1H1D9apun08hEwakaxDAn4AntSeqNoG1SRIy6gefF7qYnHCMh/p2JX0mrHoasuYMLJ+0ZguseVEKFdYcpsLd4RkQlgobXoMJNw64eWa0gbUlTZw6vOdyLCc6ZrubHVUmTh8Rz6976v125WUyuHB8Evd9toPrpqXx1E+FfL65imunpvNYl+Lzd56cxTVvbvSpk/77+wJMdhd3nzzIF/bVZnNR3WYnLkRLbLCGmg5PRlKYVHbmiy3V6FTyHsU8ovVyLp80FIqbYORCng9yYBuvoMYdxJVLHYRp5YwNtRFrrOaCK8LB3opeIaLQhyCzl8CuImT6EbRYuwvRaAQnHywwkiBvJlxTDMV7yFEZKbzQgajQsNEazfMbLPx7kkh0zRJojwJBKYXI126RNri+vBlkCsi98HD8iQL0QLvTS3UPgjet1v4bqdHBWu6eO4jr397oMyqnZEYwNL7/ESUuT8+iRw53/z2pFpfIuyU6rkw3cUdiE3YVPLfTQ/ToULpnbfeCvRVqd4KpGoKiISQNQhP6bHaikRyu46EFQ7nzo60+g++2kzLJ6COPeJ+QVahOyT3jVIQEd/8be0XwiiJFbR7OTqrikzCtr4xMbLCGk3KiSQ7TMTo5hI1lrYBUBmtqVgT//HoXAMUN7YAUtXLllDQun5SKTCZQ1WKltq27B0qjkPHBNXnIOzYZ5w+P8827DpfHd719aJVyIo1qPj/JQKzahkJsxyu20zI+grdLZDz/SylzMvQsTGtFa6/ltbMGES6vZc9NCTi9JiacJSc0JBStswmn04knLJKQmlVgr5IU/c210ny4LzLL7QBtqJRSpVBDew0odaAKkqocROVIYpInIG227nOHVwRTD8e7Um+yc93bGylplDYf3ltXwcayFt69Oq9Htf99qGRe1t6cQ5i9HMFcixgUS706lUpH78Zmu8PVreScV5SO94bH6+WKSam8vKLYd+yqyWl4vcdHKkN6hIEHTh3M37/K9x178LTBpPVQHipA/wgYqT3x23OQdQr90fyvMnspaPZw86jjaKdEpZcM1BVPwGn/6V9t07od8PP/wYiFh/8Bk3UK/PYMpE6VhJQGwOAYI2+tKev7xBOUtEg9aoWMp37cw6UTUogLVfPsBSMRRZHBsUZe/HkvVa02vt5Ww+0nZeFwewk3KHn07OGUNFlQyWU0tTu71V19fVUZF+el+PI80yL1hOqUPLuskEsmpGBQK1ArZczMjiIjKoi81HBeXlnM+NQw1pZ07iKrFTLSzeugrBI+uxbMNcgAfc4CMpRalp12Oq21pYS/vwgWPE/Yiv9A9UYYe1WnQnTuImIMO5iVMYGfijp3m5VygQzrVgbHh8M3D4FKByc/jObTyxCapYdq3ogLyBs7AeHzu8DjlH4bpzwKSiNMvhNWPC5dbM2LUo1f9cHX9g3Qf+I1ds4YEctLK0r9jg+JGZig1YzsKN67Oo+99e0EaRQMiQsmYQAeoVCtipnZkSwr6AxjV8iEPusOdqXWG8oDGdvQfHUjONsJFmT8beqfKBLPHdBnYfe38N2fwRAB7Q0w/c8w6HQI7SWO7wREECRl1KzoICqarUQbJa9jT2W1upIZbcCglvPOSS5yfrmCqtzbiDCM8NVmBogP0dJicXJyhI2s0vd554pn2F7djtPtJTVSz6AYIxqlnP8uGs3uWjM1bXZKGy3854fOFIdTh/urve4zOKOCNJw9Op4P1nfqLMgEyIgK8hmoXc8HUCvlXDAuia2V233HqlqsfDfXgrpytbRBX75aeuOCH3hzTRWXjdBxu/Aewb++Lx03xsGk28AQhWrD62SOuRy2PA/5X6AHCIqF054CrxM+uRlaO563WXMgdTpEZEHRD1J5pK+6vJ89TxJazP8SJt4CESdeeHukUU9kkNpPjTkuWEN4UO9GTkmTxWeg7mNPXTtlTZZejdQco4Cu5CeE7/8EHheCXEX0vMfQp8/v9X4Z4doe+5kR0fs8Fxeio6BWym92uL1olDI2lDRzzpj4XtsdKygVMi4Yl8iopBCqW6VN+KwYQ49RaQH6R+Cb25/WCij6ETJP7tfpnxU6GR+r8MmxHzfEjZJ2Plc9g5Qm3wsV62DZQzDs3N+v5NsfVFppsbXyP5KK8ABIizRQ02an/jjJgTjUZEQF8eYV40gO1/HSimJWFTUzKCaI03PjyYwOIrJDCr+wvp0nf9jD88uL+CG/nsWrSnhuWRFP/rAHp7v7rqhR6/8bGRwr5XwOjjHy2qoS1hQ3MS4lzCf2NDIphNNHxHHS4ChmZEchlwlkR+l57RQtWdVfwS+PSnnP+8j/HMLTkS+9l/DoBJhyB9RskwxUpQ7URslAHXYuxI9Et/IR7s8o5fRhkShkAhmROl6bpyd73YNS2aQznoOZD8KWt3wGKoAQnIDw3d2SgQrSf5fcC1mzJc9VUMcGjT5KqlMZ4Iggkyk4K8HMReMSUCtkRBvV/N+CQYyQlfTdeD9GJoVyzphE5gyNHZCBCqD0WLhqShpzh0ajkAmkReh55oJcdEL/SxTFeSrQLLkHnB0eL9GL/Jd/keoZwGcpXwsVa2H8NZIY3tiroLUcWor7bnsColLIGRofzCnDYhmVHIZe3ff+fU5sMF9cmknO2j+Bw0z85idZPNPLmCQjMkHKRb5uWhqjgtsZ5d0Bsx4gKcLIqcPjOHNUArmJob46lpFBGqZkRjJzUBRGrRIBCNEp+fvpOeSl9ay0r1TIuGF6BuePTUApF0gK0/LyJWP6FMuZNTiKu07OQq+SE6pTcutIOerlf5Pmq30GauJ4VA07MWqVnBvbQPDu9zsvYKqGvculHPygKLA0gKKLxoO5Bta/AhXrOw1QgD1LwGGSqgc0FsG2D/3fL/hWuo65Gmo7cx1PJFxyLU+fmcnYpCBkAkxIDuKJBRk4Zb0bfxpFz5F86gMc34e2vQDh+z+Dp8MD6nEifP9n9K27e22X5dzFqzM8jEvUS/1M0vPSdBfpjt7bZUYHccOMdJYX1PPiz0X8UtDADTMySI88TJF3fwAapYIRiaGcMiyWEYkhaJUBX+DvIfDt7c/K/0gGqqpv97xXFHl/t4trRxxHXtR9CIIknrTxNVj5lBRau79H1eOEre9D4RIYeTGEHMEd+ujBUL8T1r8s7br2E7lMYFhCML8WNnarmRlAYnxaOO9dnYfF4SbCoEbdpS7qqcNieXN1ma9EglIucMbIeG58Z5PvHK1KTlKYlvLmzg2E++YNJnK/EhqTMiJ49dIxtFidRASpCdN37vjq1ArOGpVAg9nOvAQ7YnoThvrvCVn+Poy7VhqX++Mwg6lKGpe7v5LCxyIyIXcRRGTDgv+CIQpsrRAzjLRfb+ex057nnqgG9G17CV3+Hrjt4GiBtgqQq6UNGD9EKVytKy6btPiq2wHh6WCph8m3SaFsAY4I2qBQEuXN/NX2FpeddysqRzPJm67APO+FI9qPeLGeZUUmBsdEcvH4ZEx2N+/8tpdHpyiA/s03ansj2Fpg+n3S+LW3wc//QmGp7rvxPlx2aUzaTRCeJhkWrZX91lkI0DcqhYx0vV2aKwCcFob/eAGvZ5xOyyn3Q3A8apxEyRWgH9Wv+SDCoOa6aemcMUIK0e2rfmRyuJ6HzhjGzTMz0Srl/SrjERmk4cYZGZw9OkGa49u2SM/7po6cZ4UGhp1LuLONl04NJrR6a/eL1G6VPKMhSdLmn1wFieM658vKdRA9tHu79nrQRUDCKEkEURMslZfThUmbinX5kDRJmstPQJLC9fxjdSnTM8O4YXI8O2qsfJXfxgPze/c0pkXqOXNkPJ9trvIdWzg2se8w0/YGUAfDqU9IUT8OE3x9h7SR0BvmGob/eDWL0+fTmjWO0Lo16Jd+DWcv7vMz5qVF8MolQTS2O4jQqwkPCjwnAxyYgJHaldYK2PExnP5cv05fUelBJRNIDzlOHdIKFYy+FHZ8Cl/eJHmhIrMlI6BmO+z6UvIY5d0A6j9gJ2zQaVJodvlvkDSh381yE0L4bkdNwEjthRCdipAekv2HJ4TwyfUTWFvSjNvrZXxqOMlhOl6/fCyby1tIjTAwJjmU2TkxrC9torbNwdiU0B7L5ABEGjVE9rIQiwzSQF0NLLup86A6CBLHSxEPXVEbISRZ2tlvLILZf4f6XaDUwvKHOo3IcddI6tDxo1HLvCSsesD/Ool50mIrJBFSpkAXTyoikme2q3CXygD6SKmmsi4SZv0N4kYe8DMFODyoMmdgVwURV/YLoi4U07znMSYOObKdUGg407qYzeGnsGFnHQl6Dw8nbyNOyOj3JWS6MDj/Hfjl3/DzI5IhMOdhZEEDCImTySBhnFTre+enUoTLuGukmhMBDh36KOm73TdHeD0Y9nyGYerNEJYJ6ICQAV82to86lV1RKmQDVg4VBIHYjhB0mycKUZAjRGSDZoUUFr7uf9BYSE5UDp5Zf4eNenB2qKjrI2DGffDrE9BSIgktjlgIERmdRmrKZFD0EEkSFC3N37u/g8HzwRgPa16QNlGS8iB9ujR3hw4o+/q4IUij5K45g9hU1sKWWhM58REsTA7tM/Q8SKPkz6cM4uScaHbXmsiJNTKqH+1kwQmw4HlY+gA07oHIQXDWS8jUIX10NBrkKgyFn2Mo/Fw6pjJIx/tBuEF93NRFDXB4EcT9s5+PMcaMGSNu2LDh0Fzs02uk/468uF+nX/yNhcHhcmYkHee2vihCYwFUbZFEDmQK6eESNwrCUv7YvrWWw5Z3pNxZQ0y/mrTb3dz6wWbW339Sv8K6DkC/lnuHdHyeqFibJG/+b89JtSJPfghkSsmL3lQk5Y7nXghup6T+/Pn14HVJ4brNxVIYmamLF0oTLIl7eV2gCZWM2vUvS9cOS4M5D8N7F0j1eKOHwq+PS54DgNFXQPIE+OYOabdfHQRz/w0yNSSOlkS9jg4C4/OPoLkEGnZJ3giPU/LMT7gZUiZJOfT9oTYfPr0S6jvFN5CrYNFnkDq5f9coXwufXAFtXepCq4Pg/LelvL8/nuNnfFashQ8WSV5CuQrm/p80HykHlg/9h7JnqRTCG54Gyx+WPPn7CIqBaX+Gb26X1gKz/yFtoOwzWgFCU2HG/fDpVRCeKRm6oihFptXvlDy1Q8+B2JGgMUrfVexweO98qWzXPhLHSwbusPMhKvvIff7u9Hs755gYoweiYj28d56/Gr0hCha+BwljDtyucqM0P33/ZyktQW2EU/4NEYMkL3mAw80Js914nFtXA6BiHexdBmc836/T85s85Dd5uXr4cRjquz+CIO2wRQ76o3vSnZAkyYP14z+kkJV+LAwMGgU5cUa+3V7DuWMCIiJHPbpwmHk/DD9fWhgZoqVw3+SJMPZqaWElipLR+M0dUshS/Ggo+gniR/obqCCFT8qV0u99/HWQNlOqwWtpAo8DPr5S8pbKFFC6Srq32y6F/3rcUg3l056SwnwVGij4DmY+cDQZqAH+KIITYPOb0ngAaT7a9TUMO6f/17A2+BuoIBm8LaX9N1IdJn8DFaTfR1fjI8ChIXE8XL1cCvvVhkFY+qEvv3a4qd0OyXnSPLr/GDHXSobLeW9LY0gQ/A1UkDyqmmBY8KI0TltKJQX+GfdJm4EqgxR6vvU9KUx442sw9R5/AxUkgz91qhTFFeDw01revVxaez20VfVupJqrYd1LMP/pzufgyidhxgMHbhMgwEFwjM2khwmXHT6/QfKuKPsXNvP4OgfzUo9DwaRjkaQJ0F4HP/8LZv1FMi76YGpGJO+sLQ8YqccKCg3EdOQ42U3g9UqhdlvflUJtM2dLi8P0WZLXM/tUScgIQTJI9wlD7EOuhNAUWPsiTLlT8oC5rJK4R8ZJUhkmSwPEDpMW+1velnaLR18OGTOgdAVUrofkyTDpZslQDhBAroQxV0kliba+C9HDYNKtUm5pf9kn9OUw+R/X9r8UDkqd5NXbJ/C1D9XxI1ByVBGcIL2OVfSRsOQ+KQ9aEPCrLyJTSFEmlRukjb1pf+reXqGBijVSRQCQvPV5N0BDgZTruHuxFOk0ZIFU3q69ToqG6daPCOm/qoAq+hFBFyZFIoldxA5lctCG9N5ObZTSZz650r+dpnfRrgABBspxmkw5QL7/s1Q2JWVKv05fXeVmZ6OHk1ICNv5RgSBI5T6cVukhuf/ubA+MSg6lps3GpvKAZ+GYQ2OE7Lmw6XUpFM3eJgl47fleCg0eeankucqaCyUrYPz1/u1HXQqlqyWhj6ihINdI5WmUejj/XZh+r+QVUOhg0xuw9H7JQzLuGin0d+fnkichdpQkyhTIPw3QleB4mHADXLFUUomOyx1Y+8Sx0mZbV4aeI4VU9pfYkVLIZVfGXn10RsME+ONJnSxtYHhcMOZK//dm3CdFpYheyLse6nbDmCv8zznpb1DdRZG3cr1knKbNgLTZUriwrVkyhNvrpI1AuQKGnNnZRhBgwk2QNB4MkYftowboQliKlI7Qlcl39F3+J2poz+1iRxzS7gUIEMhJXfcyrH5GqnXYj907q0tk7sftnJutZExMwEg9qvC4YMu7khEz7U/+svg98NOuOrZXtfH+NXkIwoA94sdPTtWxiChKokgNu6XfrTEWmvZ2elz3eTUq1kvhvoIgGbMaIwhyadfX65FKxtRuk3aUY4Z3huzW5UthUNYG6b9h6YAg/dVbSiWPWfQwydN6dBIYn8cyTaXQvAdayiQvV2gaxA0f2DVay6Vx3FYuebGiciRxm6ODwPg82mirgLpdUmUDa5P0CkuD0HRoKpDmPWO8NHd6nJLRam2C4EQpvcJpgerNUriwPgIEpTQXC0jhxKIohYkqtVIUjDYUzPXgsYO1UUrjCIqTclVlvZdOOQKcGDmpAHU7pUgic4309w1Ng+h+bGa1VkLNVulvaoyH2FwIjuuzWYBDwgkTwnliW1nrXpHqLc55pF8GqiiK3POLjbRgWcBAPRqRKyH3Iqlm5jd3Sp6E4AOH807PjuKHXXV8vqWKM0cew6FaJyKCANE50msfMT0YjIlj+75Wwujux7petxvT+r5mgAC/h/AU6fV7CEmSXgEC9IfgxAM/L0P78XzUhkhRBD0R1D9RwwB/ANFDpNdACUmQXgECHEZOzHBfhxm+uAlWPSUZqP2YQD1ekQdW2ils8XLZ0EBS/1GLXCHVXYvNhW/ukpR/XbaeT5UJXDs1nb9/mc/2yrYj288AAQIECBAgQIAAAQL0yIllpFqaYNUz8MxISRRl3uP9MlD3NHtY+JWVbQ0e7h6nRq04YTztxyaCIOW1TLhRCgn9+HJY/yo070UqdNlJaoSeKyencvHitXy5tZpjPfw9QIAAAQIECBAgQIBjneM7ZrWxCMp/kwyVirVS/lrieEkmO7x7YrhXFGm2i7TaRSrNIrua3Cwr91DY4uH0DCVzUhXIBp67GOCPQhsCw8+TNieqNsBP/5Tk8COypVyboFjQhTHGaCRkcgT/WZLPcz8WMH94NMMTwxmeGEqoPuA1DxAgQIAAAQIECBDgSHLMCycJgtAAlPX03k+X6DJmpir8dPvd3gN/3sWeU3jEc0mP78npWzE2wLGNiIC3S3CBJf+XxsavHutxbAGNoijO7euavY3PLkQAjf3u6JHjaO0XHL19O1r6dTDj82jpe6Af/hwN/TjUfTiU8+fv5Wj4fg+WQN8PD/0an3DExuj+HE3fXaAvPXM4+9Lv8Xmsc8wbqYcbQRA2iKLYS1XjY5Pj9XPBsffZjtb+Hq39gqO3b0drv/rD0dL3QD+Ovn4cDX04XBzLny3Q9xOTo+m7C/SlZ46mvhzLnFg5qQECBAgQIECAAAECBAgQ4KgmYKQGCBAgQIAAAQIECBAgQICjhoCR2jcv/dEdOEwcr58Ljr3PdrT292jtFxy9fTta+9Ufjpa+B/rhz9HQj6OhD4eLY/mzBfp+YnI0fXeBvvTM0dSXY5ZATmqAAAECBAgQIECAAAECBDhqCHhSAwQIECBAgAABAgQIECDAUUPASA0QIECAAAECBAgQIECAAEcNASM1QIAAAQIECBAgQIAAAQIcNRzzRurcuXNFIPAKvI70q18Exmfg9Qe9+kVgfAZef9CrXwTGZ+D1B736TWCMBl5/wOuE4Zg3UhsbG//oLgQIcEAC4zPA0UxgfAY4mgmMzwBHO4ExGiDA4eOYN1IDBAgQIECAAAECBAgQIMDxwxEzUgVBWCwIQr0gCDsO8L4gCMIzgiAUCYKwTRCEUUeqb4cUSxM4zEf0lg63h6Z2B26P95Be1+6Sruv1StEFoijS1O7A6nT7zjHbXbRanX7t3C4XjU1NOBx2KpottFgdYGsFe5v03ViaOk/2uKC9AdwO6d+WFqwttbiaysFUA452//P3o9XqpN3uOmSfOUCAAMc2ZfUt1LWYftc1bLUF2JurDrq9x+nEVluItbX+d/UjwLHJ4XgmN7U7qGqx4XJ7aWx3YLG7abY4aDI7sDjcPbaxtDZga28FUQRLo/RqKZeeqfY2v3O9XpGmljbszbWdz2P/E6RntcsGbie014NbevZanW6a2u3SdZ22Q/aZT1Scbg+N7Q5c7oGNn5Z2B7uq22ix9PD36wWrzU5VfSM2m31A7dytdXhrtuMyD3Ce22/8BAhwIBRH8F6vA88Bbx7g/VOAzI7XeODFjv8eG5jrYOensOZF0EfAjPshZQooVIf1tvnVbTy3vIiNZS2cnBPNZRNTSY8y/O7rbilv4emfCtlVY+aM3DgW5Mbx/c46PtpQQUqEnttOysTu9PDo0gJMNjfXTE3jlGExtLU08/pvFSi1ehQyGRZTMzfFFcLWZxFlSoSRF0HFOkiaCCkTYcNi2LMEkifiHnU5noYidGufQVRoYOQiRH0EQlMJKNQw4nwwxgHSA/vb7TW8vKIEo1bBHbOzmJQegVop/92fPUCAAMcee6oa+X5XEx9urCJUp+KG6alMSQ/HoNP0+xr28i2oCj5Hu+NjxKBYPJPvwJM8FZVWP4BrbEa14320u79CDEvFM+kO5JmzDuYjBTgG2VndxvPLithY3sKcnBgunZRCeuTBP5MtDje/Fjbw/PIi2mwuzhudiFGrYENpC3OHxvDYkgLC9CruPDmb8alhKOQy2puqIf8LDJv+i0cdjHXSPWg1WoSdn8DeZRAzDLJPAU0oZMyizAxvrynhq+2N5EQpuXW0mhFRKogfKXWiuUR6Vu/4GKKGwPDz4dfHEBPH0jriGm76wUZJo4WFQ7ScE1ZKXEoWJIw5RN/oicXuWhMv/VrMqqJGpmVFcvWUNDKjg/pst7a4iTdWl7KxvIWxKWFcMiGZcanhfbbLL63i5VXlrC6zMDXFwOUTE8lJie+znVi6Cvm6/yFUrENImog49kqElEl9f8C6fFj9DBT/DBmzYMJNEDW473YBTkgEUTxyObiCIKQAX4uiOLSH9/4H/CyK4nsd/y4ApouiWNPbNceMGSNu2LDhcHR3YPz2Aiy5t/PfggCXL4Gkw2dnV7ZYOfP51TS0d+6ajU4KZfHlYwjWHrxxXNLQzg3vbGJXreQRHhIXxNiUcN5eU4a7w6saaVBx+eRUHv2+wNfui6tH8sKKMura3eTEhfDxxkq+nd1Mxs83+N/gpL9B/W6o2wl1232HRWMCwqB5sO6lLuf+HbQh8P29MPEWmP5nEATeW1vOvZ9t97vsB9fkMT6t70n5ECH056SjZnwGONE44cbnUz8U8NRPRYTolDhcXhxuD69dOoppg2L71d7psKL46a/Ius4/ciWuCz5GmTG9X9ewmZvQfH+3ZAzoI6TIEUGO68JPUKZOPIhPddxyXI7PimYrV76xnuIGC26viFohY+6QGP6xYCjBWuVBXXP57nqueGM9XZdqt8/OYvmuOuxuL6OSQnl3XTnZ0QYeO2c4wxNDsaz6H/of7ulskHMGmGuhYm3nMX0kjFiIN2kiN62P4NudDb63gtQKvphRT9qIqaCPgs+vg/zPO9uqg2D8tfDr47jDB/FE3OO8uF6KXrh6dDB/bn4Q+Vn/hcjsg/rMRwH9Gp9waMdovcnOuf9dTWWrnVCdkhari7RIPe9dnUeEQX3Adjuq2rj+nY3UmRykhOsobbKSGKrluQtHMjg2+IDtKmvrWfTmdipaHZ33C9fyxqKhxEVHHrCdt2YrwoeXIrSU+I6JEZmI57yGLGbYgT+guRZeOwWaizuPRWTDZV+DIerA7QLsT7/H57HOkfSk9kU8UNHl35Udx3o1Uo8KLE2w9kX/Y6IoPRAOYKS6PV62VbWxtrgJnUrB+LQwBsUYD3gLr1dke1Uba4qbUMpljE8Lo83m8jNQATaWt1DeZGVYgr+RWtpkYX1JM5UtNsakhDIyMRSDRuF37S3lLaRFGdhR1cbUrEhunJnB3vp2wg1qdlS1cdPMDMx2F5FBGmrb7Hi9IvfMyea/v+zljNx4djW5SIgwcvGkKG54ZxMjk4yklrzQ7bN4qrcjJI1Htu19v+OCqVIySLtStwMEGYxYCOv+x9rQ02mUhVLc0N7tuiuLGo+kkRogQIBDhNvjZVtlG2tLmtAo5eSlhTM49sDz4f6U1jazvrSZP88dRFWrDb1ajkYpZ0e1ud9Gqti4F9mWd/wPelzIGgugn0aqrLkUi7WdzTM+ZkOzhgS9h3HidhIaCyFgpB4VON1etlW2sra4mSCtgrzUcLJi+vZU7U9Zk4V1Jc1UtlgZkxJGeoSB9aXNjE4O5dRhsWRE6XG6RfJrTHy8oYLUCD1BGgXDE0K6RfxUtVrZUNqCxeFGEATKGi0kR+hRyKCyxeZnoCaEajFqFEzOjMTh9jIpI4y89DC2lLeyoawVAxbSNr/s39nIbMj/wv+YpQGUWsTN71DZdr3fW2aHmyJ3FGn1uyHMAbv2a+swS89lQNG0m/GDW3mxI3vsza1mLpu6gPiGgmPZSP1DKGm0MCYljLPCdNS02YkN1lDcaKGsydKrkVreZOXyiSkoFTL21lu4ZIIeq9NDeZOtVyO1rMHEqJRwztzvfuWNpl6NVJpK/AxUAKGxELG5VPLSH4jmvf4GKkBjgXTsMBmpdSY7G8ta2FVtIifOyOjkUKKM/Y+uCfDHcjQZqf1GEIRrgGsAkpKS/uDeIIX06iKgtdz/uObAk8O6kmYWvbqWDsckRo2CD66dcMCF2cbyFi54aY3Pk6lTyXn5ku7hNHKZ0P0B2GLl6jc2UFjfadj968xhXDBe+u42lbdwwctreOr8XG59fwvNFinHdGxKKGkRBv7zY6Gv3ck50ZQ1Wflxl5SDEKRW8NfTh/DeujLeWlNGXLCGwbFGjFolJrsHe3AU+wfKtSqjkAcPIkQQYH9PvrBfuK4m2JcL49WEsmRPM4s3lTJ3SAyTMsJZVdSZrxqqP7yh1f3lqBufxzEmu4vnlhWxtriJ9EgDt8/OIjFM90d366jmaByf60tbWPTqWjwd81uQWsGH105gcFz/DFWNSsHJQ2L565c7fcciDCr+dWYvC6b9katAGwpOi99hQant/zVUOj6LuZ0Hv2sGpHl0UGQOr5wWSkL/r3JCc7jH55riJi59bZ3v0ROiU/LBNRPIHoChWtVq5eo3N7CnrvOZes+cbF5fXUq92cHVU1KpbLHzr+92+96PC9awcFwirTYXs3NifMcdLjdvrColv8aMTiVnaX6d773ThseS0SV9RxDg8kkpPPTNLt9v5b115Vw/PZ3Fq0oBKB8bxYO6COR0PrcBkCnA6+52zK2PwVXXPfdRK3ODyij9LhRacFn9T+jyrA426AEpFzVYq0RlbwbVkAN/gcc4h2uMKuQCrTYXn3RZc50yNAaFrHfHWUywmi+2VrFkZ+fYmT8ijnEpob220wUFY7K1+K3xThkag9bQ+7wrqHp+xh7ouA/ZAaIJ5AcXZdAX7XYX//5uN59u7tQXOG9MIn89PQe96pg0f044jiZ13yogscu/EzqOdUMUxZdEURwjiuKYyMhednuOFOogmP0PmHo3zLgP0mdKoTRJeT2e7nB5eO7nIp+BCmCyu1lZ2LOUuccr8vqqUp+BCmB1eli9t5HzRvvnDlwzNY2UcP+JIr/aRGF9OyMSgrljdpbkEXW42FXTxvLddRTVtzMxLRyvKHLJhGRunZXJxXnJTMqI4IMNFX7XWppfx7D4TuPb7HBT0thOSaP0AJs3PJbHlhRw0fgkdtWYKUg8X8on3YdKT0H4LF4t1CGOvsLv2uLg08EYD9PvhUGn0Tb4QjbGX8wviddSHpZH+cSHiYqO46EFQzllWAyXTUxhfGoYIC00JqUfHV7Uo258HqdUNFs59ZkV7K1v5/TceBRygTOeX0V+9e8TzTneOdrGp9Pt4cWfi3yLbpDmlV/2NPTSyh+7R2DZrlreuGIsT5w7gucvHMm9pwymqrX/Ii41shhcU/7kd0wMScYc1v/F9l5vHK9stfPELD0fn2ThjTlyYg0y8u1h/b4GIG3MNeyGPT9A9WZwWvtuc5xwOMenxeHmqR/3+O2NtlpdrCs5sDhfT+yqNvsZqAD//XUv80dImgnD4oN587cyv/er2+zEBGuxOtzsrpFEi+pNdn7b24xGJeeCcYms2a8fX2+rISvKQIRB2oAdkxzKst31fr+VdoebdruLe+Zmc920ND7f0YJ53J0+TycApasRx13r/yFSpkBjIZZB53Dt1DRunpnBv07PZu3FQeSfa2Jikg6rwkiJOxjPtD/7t40ZDqaO5dmQs4gI6tzIuX+ChsjWrVLu6nHK4RqjZrubn3b5ixB9t6MWk71nYax9tNpchOtUvHbZGB49ZzivXTYWjRza+mhncog+h0PX+5mdB2jQgTc4HsZfL613p94lrdnG34jX2MdWnEINg07zPzbkTGkj5DCwt8HiZ6ACfLihguIGywFaBDjaOJq2Er4EbhIE4X0kwaS2vvJRjxoq1sEHF3Wq5Y24EC5+6IChLm6vSHN791lgf5XcfXhFsVtYL0CzxcndcwczfVA0e+vbGRJnJDcpBJXC3xsp5a2EMCwhhCd/2AOAWiFDhsDzPxfRYnXx77OH8cqKErZWSp8hKUzH7Sdl9tgfz37ezzabG51KTrMF1Ao5DWYHX2+r4c9zB/GLxUXEgs8JadyI2eGlQD2UO372kB7h5NI5F2GMyaWltoyI+HTk1Zvgy5ukz5x1CisSr+Cm96UJJkSXxePnDOepLzZjd3ulHeWJKUzOCOfSCclkRAeR1Q9xgQDHB21WF4teXcuM7ChOGSqFc+bEGok2arjyjfUsuX0qRs3h2Z0NcGhxe0WaLN3nvhZbHyulLtjdIldPTee2D7bQ2DG3TsuK5Lppaf2+hsXp4f9KMrj9rLfR1m3Co4uk0jCclbVhXJLav2u4vB5enGwl5+erfR7ZocOupkhxXb/7AUDRD/DhxZ0qqzMfgPE3gLr/Ak4BuuP2eGmxdlcUNdl6X8zvj93l6XbM6vCgVkiGoSCAydb9Pm1WFw9/u4uEUC3PLMzlzd/K+HxLNSBFU90+O4tHvt2Fy9P5jC1qaOei8cmE6pTo1XLe/K2823XrzA6+2lZDu8PNrSdlsklQknbGZ6hr1uFS6NkpzyExPp7s6GEomgsRg+KxKkMp80by3k4Db6/dSkKImvcmVBH9yR2Sx1WQoZv1Vwz6TJqjJxIx+yHsVhMWXQKCMQZ36TqUp72KsWET8abNfHbBBOyiglx1HYx8Boz9C7MP0InV2X1cAdgOcHwfRo2ctCgDV76xAa8oRdT95bTBGPsQkrQ6er6u5QDH9yG4HBCeAd/dDaIXZHKY9wTC/t72/XFaQKmVjNv2ejBES5txzsNjNDrcPX8ORw+/3wBHJ0fMSBUE4T1gOhAhCEIl8FdACSCK4n+Bb4F5QBFgBS4/Un37XdjaYMv7cParoNSDywI//A0sdcAQShrasbo8pITr0KulRbNereDKyanc/fE2v0tNyep5R84rilw4Lol1Jc1+x08dFktkkJp5w3p/GGRFBzFzUBSPL93jO+Zwe3nhl70sGBnPxxsq2dtg8RmoAOXNVuwuLzlxRj/PVGKolhaL/8N3WmYEY1NCabO52FNj5tRhsXy1rYad1SaMGgVBszL4z7JMvCLYXJLE+dTsKP6+qoFH9WvZnXYDU/P/BoVLfdeU7fmOjNjTkQnBeEVpt/vFX4rJSw/n54IGRBEWryrlzpOzCDOoAwbqCYTXK3LL+5sZEmf0Gaj7mJgewe5aMw9/s4t/nz38D+phgIGgUym4YlIqd3601e/4jOz+5yiFaBX83/e7fQYqwC97Gpg3LJYJ6f27RqhehVcTzNB3W4gPnUyrxY3LY+bVy/qvzJquakO3/n6/RVf49pfR5MwFMvp3kbYq+OJW3Bd8gkypwivIUXx5M6TNCCim/k6CdSqunJzKA593VsITBBifNjBPd1ZMEFqlHFuXxe7puXH8Wih5/xvMDk7PjeOdtZ0GpVIukBSmZXBsELtqzOyuNfsMVJCiqT7aUMnsnGi+3V4LQHqknsoWOzWtNhaOS+CRbwo4d2wC26v8y8dMSAsnNljL6qJGvtpaww0z0pj+voUg9QicHi8Ot5XY4ApmDx5KTVsGaqWMZbsbuH56DG+vldYFt45UkLjyT50hwaIXlv2DiPPeolAVR3PYNG5e20JFi5UzB2sZFzODtXtEFmXPRRccSZbSgT4oCIs8gTKLA423GaVMIMRaikyhhOhuepkB9iM+RENyuI6ypk5jLyPKQGxw7zmULg/8+/vdvug8j1fkkW938+YV43ptlxSmISNSz9gYOaOiRDbUCWxpFEkKO3D+q3RDC/zwoCTIFZ4OjYWw9H648OPe24WlS5EhOz6RUrnsbZJwUlg/J+kBkhKhJz3SwN4uGiZZ0QZSIwKbfccKR8xIFUXxgj7eF4Ebj1B3Dh2NBZA9p6OUynfSztDMB3HK9Hy2vpzHl+yhyeJg7pAYbpyZwZA4KVR21uAo/n3WMF5aUUyQRsmtszIZmRjS7fIljRb+88Me2qxO7pidxVdbq1ErZNwyK5PRyb3nG+wjOyaIXTXdQyCbLU70agWxIRrKmrrvZL2/vpyLxyezrlQSJRmREMz07Chq2+ykRxrQq2RcMiGF11aXsLakhZMGRzOhQwDKqFXyy54GUsL1hOvVPHhaDm+tKcPh9nLqsFg2l7Wws8ZK48wZjDc0ItRs6Xb/EGs5OtVI2jtqwO2qMbFwbCI/F3SGATrcXupMA6vtFeDY5vXVJdS02XjwtJwe3z9/TCJ3f7yVi/OSGRp/4LzwAEcPswZH8ejZw/jfr8UY1IoDzocHotnqZmdV9zmup3ntQDRaXExMC0OvUvDl1mqGxhu5akoqZmv/aw4q7U3I9hMUAdCYy3o4+wDYmhHPfRX58ocRylYhhKUhzv4nXq+MQIGt388pQ2MQgFdXlhCql569wxNCBnSNrOggFl82hhd/3ktJk4VpmZFkRBvISw3jmWVFlDZZWZAbh1Gr5NvtNcQEa7hwXBIPfZPP6ORwxqaE0dhDdNSuWhOXTEhmW2Ubo5NCGZEYTEmjhaunprGutJmqNhvbKtu4ZVYG32yrRauScfnEVD7dVMlvxU3MzokmOzqIqhbpmWjuUj+1ps2OUafigw2VXDwhGavTg6NLHc4ImUmqgdoVrwebzcrcN7YQrldz9dRUpujKyFh3H8o92zk1OhdT8ONYq9aiX/dPsLUgyzmfFfqFjItXk1n8BsK2D6WUqKn3QM4CCI4b0Hd9IlHTYuPhBUN5b30FWytaGZUUyvljE6hutTGslzHa0O7w876DtDbqaYx1xeMw8eUZStQ//Al54XbOjBmJc/6/2GsxA72sL63NMOsvsPkt2PmZFP4980Gw9pyy5iMoGs5/W6qGUfKzNB7GXweGw5N2EhWk4cWLRvHqqhJWFTUyJTOCyyelEt6LCFWAo4ujKdz32MNcD3t/hvrtUPBtx7Fa+PImFBd8wJ8+6fzBfrujFo1KzsNnDkWrVBCmV3P+uCTmDotBJZeh7SGJ2+n28MLyIr7cKu22bixvZWpWBDdOT2dIfMiAupoVbUAm4NtpC1IrmJgRjt3poazJyslDYvyS7gFyk0J58sc9hOlUnDUyHrfHy90fb8OoVfDQGUMJ1ip44oc9bKuUFodLdtaiU8mxOt2khGmxJIdR02bjjo+2cvecbOJCtKjkMhavLMHscLNgZBwv10Uy0gMLUqchbP/I7/4N+gyfgQowPjXMbwdZLhNQymUkBYRyThh215p4+qci/n76EBSynlPq9WoFZ+TG8+j3Bbx5Ze87yQGODkJ0Ks4bm8TcobHIZQJ69cAeTdFBSiZlhPPVthqGxBkx2VyUNlkHFGERplPy2JI9yGXw0IIhNJic3PjORp5aOKrf13DqolDFjEBo2gNROdLzwFSFNzip3wamCzWK7+9FqJU8y0JzMXxyBcJFn/a7HwEOTLhBzUV5yZw2PBalQobuIAVUgrVK5DKB0UlhLNtdz9tryzlteCxPnDOc3KRQ1Eo5wxNCmDskmsWrSrn9gy14RahoqeKSCclkRhkYmRjCnjozlo5wzolp4WyrbGNMchhJYVpEEYbGGtlW2UqQWsH41DB+2dPAhtJmpmRGMmdINHd/vM1nbC7ZWYdepSA5vPszMT3SQGWzjfGpYezoeI5quqQGlTmDJeEwW0tnI6WWRkUsXrGNhnYHSnMVg9deDRZpbaOs20J4/VrCl9/va6Ld8S6n5+rRt8YhbHlXOmhrkUr0BcdD8BkH9X2fCEQFa7j6zY3EBGsYkxxGQZ2J2z/YyksXj+61XWywFp1KTnSQmnGpYaze20Sr1UVMHx7YDLUJ3XuX+P6eitrNKD6/jLSFfcw1xlj49g5fO2q3wap6OP/dfnzIwXDak2A3gcZ42EST9pEVE8RDC4ZitrsJ0ihQyo8mKZ4AfRH4a/0emoogIgN2f+N/XBQRmrvvpn+3vZaK5s6dSqfbQ361mfs/28EdH25hbXETzi47mw1mB190CQdqd7j5dnst+TXmbteubbPz3tpyLlm8joe+zufzzVV8taXK9zDKiAriP+fnolfJWTQ+iUs6dlI9XpHrpqWRGq7ntOGxCB0ichPTw1HJZTSYHRTUmXlmWRGZ0UFcNy2N6VmRqBRyPtlURWywlvtPHexTIPxpVx1KuQy3CBlRetaWNKOQCRg6Hpzf76zF7HCTmxDC+JQwUiONPLaikdrBlyPG5ko3l8nx5N1EhXYQSrnUoezoIC7OS/aFwRjUCu6YnUVSqBYBuPfTbdz87iZWFDZgcw0svyjAsYHN6eGmdzdzwbhEovuQkJ85KIrdtSY2l7f0el6AowOb080ve+q599PtPPxNPhvLmvF6xb4bdlBndnLR+CTuO2UQYXoVI5NCeWZhLlFB/V8AtVjd3HZSJuNTw3l1ZSlrSpp4auEoYoL6v+teaA2ibs5/+WzCJ1wu+ydPpLzE7nN/ZZe8n6G+gLy9ymeg+nA7enym9EprOax/Bd4+G1Y9A017B9b+OCdYp/IZqG6Pl/Wlzdz98VZufX8zq4oaD5i3VtzQzos/7+Vf3+5mUIwRnUpOdZvkufwhv45ddWbaOvJR1Uo5P+6q54st1b4NYoVMICFUS36NmSCNgssmpnDumATSI/VcMzWNUL2Kz7dU8cyyItaVNrOnoZ24EC17G9oJ1ir505xscuKM/FbcSL3Z4ecNFQSID9XSanVxz5xstB05ifEhWhblJbG3wcxlE1PJ74is2lrZwm0nZaKUCzy10UHxjOdB1yFAqAnBeeoz3LS883mapW7qNExAEryxdBc4MxZ8jNzZfZ1C1Saw7DcnW5pgx6fw7vnw49+gdkf3dicIDWY7TRYnO6tNfL6lil01ZurNDhrbe48Wk4seXrtsLPNHxFPVauPs0Qm8cukY5ELvc6iipdj/7wlgrkXR2vtcI5hre2wna6/ruUEXdla18czPJSx6r5Dnfiklv7qtzza/F6VcRpheFTBQj0ECntSDxdIIraWSsEVwEuwf4qXuLuGdEKolSN25c7mxrIULX1nrUxr8bHMV71+d56v1qVMpSAzTsnc/JbIQnb8SmsPt4Zllhbzbkf/y654GksJ0zBsaQ1FDOwqZwKBYI2fkxjMiIZgnlu7h7Y5zVxQ2kh0dxLTsCOpMdp5ZOBKvKPLZ5ipeXlHc5Z5Ktle1sa60mZtmZHD9Oxt9/V6aX8d98wbzyLe7SAjVsbG8le931DIxPZzXLxvDrlozb60p49KJKdwwPR1BgL31FurNDpYX1PPeNXnUWV2IpyxGZypGUOtY3R7LD3vaeHrhSBxuD78WNHLbB1s4a1QCWdEGDGoFaRF6RETOfOE3n/LxV9tqWHzZGGYOih7Y3zPAUY0oijzw+XZigzVMzew7NEgpl3Ha8Fie/rGQ1/vIywnwx7OqqImr3tzg+/dHGyv56LoJ5Cb2L6UhWKtkRWGjX8mP73fU8tTC3H73wahV8uWWap74oTN3f0l+LS9e1H9PaohOwQurvbz5WysAy4H38+08ef4AQhxVeik80rHfIl87gNB1hxmW3A+7vpT+XfSjFJZ34QeHrR7hscyWilYWvrTGp5r7xZZq3rxiHFP304moN9m5/u2NFHQo+64oamTOkGjGp4axtqSZhFAtze1Ov0iAxFB/r+aivGTeWlPm27D+tbCR80YnMG9YLFe9uYE7ZmfxzpXj2FVr5sdddQxPCOG+z7Zjd0nG6NL8Ov5++hByE0O6CTidNTKeZbvr2VltIiFUy2UTU4gJ1pCXGobT6+WMEXE8u6yQ88YkMjY5jK2VLSwvqOOdi3MoavHwdp2dBSe9S4zQhGiI5r5VItuqO9VfrTKDZAnve/h7XZIQzn54Q1IRRC/dCqcExcK292FCl7qsW9+T8hkB9nwPG1+HK5ZCZNYB/17HK3qVgv0r88llQp/efo1ayT8/38nm8lYAVhY18VtqE387veeUGB+6ULrdUCZH0PY+7wpqY4/tUPceuVLdauXBL3awqUs/VxQ28PTCkcQED6DUV4AThoCRerDU7wJzHchUklLZ59eBV3pgiAnjaAoZyr2n6Hh86R5cHhGFTODuOdnEhnQ+sN5dW+73GxdFSR57n5Eaqlfxl/lDuOL19b6H57iUMIbF+xvA5U1W3l/nr/hX3mxFo5IM4q2VrUQYVGyrasPjEflqW6docqhOybxhMYToVOhVCixONzIEpmVFMiw+GJVCxgfrK1g4NpE3VpcxMimYb7bX+vV7/vA4lHKBu07OIj3SwONLCgBYvbeJi/OSiTJqOHVYDEq5DIVchsfrJSsmiF8L6vnLvEzqWtqxemB1tYjbm0J5s5WPN+4CQCmXU2+2kRCqJylcR2SQmuo2OynhOqKDNSzerzQPwMu/FjM5I6KbynGAY5eXfy1mQ1kLf5s/BEHotvTpkWlZUXyxZQu7akwHrD8c4I/H7vTwv1/8vXwuj8jy3Q39NlLtLg/vr/cvl2Vzeaho7n/pFrvLw9riRp6/aCT1Jgc6pRyHx0tJo5VJ/XSEmmxuPtivHw3tjgHlzddrUoiecT/C951lP8TBZ2AJSqPfEk5NxZ0G6j6qN0kCJwEjtRvfbK/xK+sC8NqqEiZlRCDvqFFZ3mxlQ2kzc4fGcvIQkcUrS7A4PSzNr+OWmZlsLGvh0onJDIkLZmNZC9VtNoLUCrJjg8iMNFDYId4SolP6RVRdOC6J6GANwRoFN8/M5Ntt1eTEGgk3qJiYHo4oij4DdR9vrSnjumlpqBVyRiQGs7WiU5X/k02SIn5li40XO35X/100imCtEn2knDNy47lk8TrigrW88HOxVNfUWs/9X3YIEnbcQ61o4JVLRpObGILT40WjlLPd2sr0vFtR/vaUdJIoYjGmo4oegbKuw/svV2GfeCc6axUoNODuGPsRmRAzFL69GxLHgbUJ2uskY2fCTbD2v5Jok60F6nackEZquF7Jg/MGY3V5sbs9aBRygtRyIvqoAV/RYkejkHPXydm+dr8WNlDdamdw7IE3t7yaYLzjb0C25vnOYxNuRlT1kSYRM1QqQbPmhc5jE27uUxyroNaMer9+rihsYE9de59GaoPJzraqNqpbbcSHaBmWEELkAKJcjhTtdhf5NSaqW+3Eh2gZHGvEoAmYWgdL4Js7WEQvuNqhYAmMux7OfxextRyXKpi1jiQu/l8FCSEaXr5kDJUtVjKighiT5L/g6ikQY7/qLkzOiOCLGydRVN+OUasgJy6YmD5CHfcnVKfink+2s2x3PbfO6iwrIwhw88xMHltS4FMpvH56GpvLW1lTLCkJK2QCT5w3gsUrS2hodyAgIO9iI5w+Io7Gdgd/+zIfAJkA98wdxAvLizDZ3RTUmdlY1sI5o+J54ee9vh1otULGI2cNo7jJSYvNxf99t9u3SBiTHMo5oxP4eGMlIiJ7atsJUis5Izeeh7/Z5bv3ovFJPRZg73+QYIBjgddWlfDKyhIePC0HTR+S+l1RKWTMHRrDs8sKeeGi3nN6AvyxePs+pVf2nzd9xwcwG8iA88clc+t7W3wbXyOTQrhrdv8Xy/IDbKDsM3T6g9liY7VzPAsu+AChpQz0EVQokyls1jIrse/2Egf43N5A6YWeEHsYgCJSBAcIFNWbuWTxOqpbJYPLqFVwy6xM/vXdbilvNM7I/y4eTZBGwfbKNh5bUuDLM02N0HHLzEwqWqwEaZSEdzE4LpmQzMayFnauk8JvVXIZD542GFEUuf2DrcSFaLg4L7l730T4uaCBr7fV8OJFI6U+doQF98TuWjPP/FTI0+ePZH5uHO9fk8e2DjV/QejuFAOYMySGxatKWd4hVCgT4Onzh/PPgjnccNYUbA1ltKpjqXSnEzPxebLEErSOBixhQ8BuQvfrYzBlXzkbuWR8lqyAkYukEOFPrwZHh9hZSBJMvh1+fazLt3/iIZMJ1Jkd/O/Xzii2m2dmIOtj/tCr5KRH6nl8aYHv2GUTU3zh3gdC0V6LMzgVxTlvIbTXIAbF4mmtQmHtI2xXroS40XDm/6TNBl04yJR91jvVKWWkRxl66Gfvn89sc/HKyhK/7+XG6encOCMdnfroKTXncHlYvKrUV+oR4O45WVw1OQ31ANYuAToJBGgfLNowST47dgTUbsarDcUbmoLLkMA35ZLtX9lqZ09dO4vyUogP0bKxooXtFa2UNLSzvbKVi/OSSQzrfKgIApwz2r8YslwmMDQ+mAUj45k5KLpHAzUpXMd5Y/xXLwmhWhwuD6IoiSUt211PtFFNuF7FnCFSKGxeajg/7Krzk9HXKBU+AxWkGoZP/VjIzTMzePK8EVw3LZV5wzpzVzOiDKze21mA3CtKRsX8EXGMTg5lT52ZFYWNOD2iz0AFSXmu2eJkS0Urb6wu9dvF3lDWQmKYDrlMICPSQHWbnYwoA/Vtdm6amcEVk1II1ip5e205CaE6sqL9/QvXTEkLeFGPA0x2F/d8vJVXV5Zw/7zBRByEIt+sQdGsKmqiuIsEfYCjC41K3q2eqUImDKgEjVol47wx/nOnRikjJaz/pQZUgoenfiz0i8zYXN5KTVv/vaAqhcC5+83hEQaVn2HSF2qNhpU1Mp7O1/ODOYl3KyO45Sc7oUEDKJug1MLIS+Cij+C8t+Cij2H4QkmoJEA3ThsRy/52wBWTUlF05LD9uKveZ6CC5DHfXtVGVrSBM3PjmJwZycxBUWwobeHnggafgQpQ0milsL6d//5SzN+/yqe61U5iqPTcDzeo2dmlxJvT4+XjDZW0duS0zhsWS2qE3ld/dR+n58axfLcUhnvr+1tRyAX+90sxDpeHoftFWk3PiiQmWENGlIF/fbeLsiYLBo2CuBANT5+fy9BYI15kvHBqJC/NkvHIdD1DY4OYkhnhM1BBerb/85sCzhgaTqVNxWNlGZzzLSwrsdHuVeDQRKLwughd9QihMcmIKgMsfwR+eRR+/pdUF3PvT7DuJanMkqOLGndruaQsrOkQb4oeNtA/4XFBvdnFS13SrABe+Hkvdebea0bLZALv7BdN99aasj43x+q1GdC0B4U+DHlIAgp9ON7mEuq0fYSO1O6A7++mqrqCrZYQqqvK4bu7JAGlXlALbt5Z6690/taaMtR0rynclfwaU7fv5b+/Fvv9do4GihstPPXjHr9jTyzdQ0nj4akDeyIQ8KQeLKZKiB8j7SDJ1ci+vhXqd6FXqPnXlLsYdfJ07lnaQGG9mRWFDdz4ziYsTg9/m5/D66tK2dtoQaOUcc+cbKpabJS32BiXGsZXW6uID9WSHN7/BYlaIefWWZkMjQ/mm201ZMcEMSIhGLlMIDVCz94GC6kRes4elcCjSwo4c2Q8109LR62U8fHGSr9ruT3dt5Qrmq3srjUjAo3tDnbXmLh/3mDWlTSj6iERvc7kYGxKGDqVwpfXarJ3n4Scbg9GrZLqVlu39zQKGS9eNIoNpc2cOjyWjCgDf/liJ00WJ+F6FTfPzODFn/eyuaKF04bHIhMEdlSZuGB8EuNS+hciGODopN3h5p01Zfzv12JGJYXwj9OHolUd3KaDViVnzpBonv6pkKcXjjzEPQ1wqJiYHsHrl43lnXVlhGhVnD82keEJ/c/BNNvcbK9s4+452awtbiJEp2JYQjClAyhBY3V5qGzpHh5ssvdfiM3scGN2uLlpZgabylpICNWREq6juqX/hm671cptg00k/XQDtFWAOohTZz1OviUKiOnfRdxuyJ4LX9wkhVRqQ+GUR/vdhxON3MQQ3r8mj3fXluNwe7lwfBJjUzprpxbWdRcBqmi2cufJWQyLD0GrkuP0eGizuajoYQw1tTsI0SqxOj28urKYZy8Yybfba7uFGAOUNlsJ7dCdiDGq2V1j4q452WyvbMNkdzEuJYwVRY0+Q9jp8WK2ubnz5Cye+amQs0YldCjDmslNCMHh9vDg5ztYODaJ8mYrdSY7zy4rYkVhI4IAF45NJE7bTu4v1yO0loLKwOkn/ZtvXN3zqOvNDsJqV5C64k5yUk/mhgsfwGUzM3zlNcibCkChwTvtXuprqyjPe46Uuh8Jb9pIW9qpqFUq9DtvB0EG7h5+l9ZGmHQrZMw+IUN9AcwOVzePtscrYu5h/dSVZouzx3bNfZTPanOpiU2ZAB9dInlE9ZFoTn2SNo+K3rLovY52Vkx8g9uXO2i2OAnXR/H0zNeZ7Ox9M9hmt/fYT7uj9362Wnv+fPs2c44W2mwu9v9Je0V8QmoBBk7ASD1YQlKgch20N8K2d6UcVZBUGJc/zFnnDuYeZEzJiODqNzdgd3k5OSeajzdWsrdjV8Xu8vKPr3fx1/k5rClp9oWyRhm13D6AEDOA2BAti/KSWdRTaBBw5sh4nvyhAK9IR83TEGJD1Jw5IoY31lYwOSMCi8PTY3jISYOj8XpFak12ZILAp5ur+WZ7LVeNiyInQoZOJcPq9DIiIZjkcD1KOXy/o4bvO0rayGVCj8WotUoFWsHNvEEhfL2r1XdcEGB4pJzv9zRy7shI1GotV725kSaLtJvYZHHy1I+FXD0llfhQLV9vq+GaKWncNDOz2z0CHDtYnW5e+qWY11aXMjTeyD1zsge0WXMg5gyJ4c4Pt7KnzjygkiQBjhx6tYLpg6IYnRLaL6GQ/YkOUhFuUPHayhLOGZNAU7uD//tuN08PQDgpSKdhdk40a4qbmJAWTqPFyZripgGVuIrUK6k32dlW0cbC4UbyG2w8vrSC1y4b2+9rJOk96L6+RTJQARxmQr67nmGLvu/3NfA64KtbOhU4bS3w5U2w6LP+X+MEQiGXMS41nHGp4T2+P3tINE0WJ1qlnFVFjZjsbs4dk8icIbHSCaKIx9rOhLQwBGBvQzEjE0NIDNOxqVyKDKrpyEuePyKOEJ2Kn3bX88Bpg7vda0Z2FHaXh3NHxxNpUBMVpOGW97eQHmng0gnJ/OeHPbR0WfQmhGpJi9Jz9ZsbaTA7eOHnvUzJiCAvNYzXVpfSapXOfWtNGY+fPYxfCupZUdi4r9uoXW0Y8z/EFD+ZYJcFLA0YNv2XIXmZnDcsGLNT5MciMy6PyIzMUKIrXwdAV7KUlMFnoNz+nmSgArjtyH76K67TP+S8z2zEGKcQH3oyBcvM/HuamlPlSkg/CboWZNKFQ+o0GHYeZMw6+D/icUB0kIZQnZJoo4asaKm+favN1aeafZyx53Zxxt7zPLOVVQgf3Az7jEtLA8KXN5F14SdA/AHblWiGcMPSHUzNCGNmqoYf9tq44YdWvrhyCKm9fT6DgjC9imZLp2c40qAmUt/7fJ8coe+xXU+llv5IEkK1hOtVvrUqSP1MCAuIQh0sgXDfgyV6MISlSoWpS1d0e1vWVs698wYRblD5RA+yYoLYWtldbnuf5Pg+vttRg8Vx6MqoDI41EmNUIxME7pmTTXqkgdXFjRQ3WJkxKJprp6axp64ds91FZrSBv83PIdKgRhBgenYkg2ODSAzTYXV6WF/awuQkLd+e3ModVbczeeUl/LbAytPnDSUySM2WilaCtSomZkQAEBus4b5TBuHxiDw0P8tXW27esBiq22xMiHJzR9Je5mYFIQgQGaTmhbnBJNl3kR0bxCNLS7j27U3MHhLN2aM6J812h5uEUB3//aWYVquLBrMDiyOwW3UkqTfZeeCz7Vz71gZ+yO9ber43NpY1M/vJX1lf1szf5g/hphmZh8RABUkle/6IOP75df4huV6AQ0+r1cnHGys464XVLHplLcsL6g9YAqQnak1OhsUHc/GEZH7Ir6O40cqT547AOoA5ocnqZlFeMueNSWRHtQlRFPnvRaNQ9FHGoSt2q5k/TdDz6dCVXFtwJf8Wn2T1xSE4Hf33pKrbq5DtrxYvetGaBlBCxlTdvUSE2wFtlT2fH+CAON0e1HI5bTYXhfXtXDoxhYcWDGF2jhSO7mypYMWWfC55cysPfbubaKOGxZeOIUSnYktFKyfnRBOiUyIgpfNcNjGFjCgD/zhjCFqljNtPyiRUp0QmwJwh0cQGa9hda2ZyRiTPLNtLZbOV++cNpqHdztM/FfLg/BzSo6S5cVi8kUfOHEarxUmDudMblRyh9zNQ96ESPPxS2DkuooLUTBicyLWN57Cg7FxeHvwatbk3w7DzyWn7hUdb7+RZ9z/5+hQnl44O5/5xMnTVa3ztDe5W1BUru39pJkm8qdZkZ2NZC+0ON+taDDDsXBh9GdiaIPdCGHEh5F7UUWfzaShdCd7fm6F+7NJscfLYuSPIig5ic0ULQ+KM/OvMYX7GWY/t2h08f+Eov3bPLMylvr13DyWt5Z0G6j7sbQim3ueJYrOcrxZG8IT+Lc7ddDH/CX6PT8+NoNjUu7EZbN7Lc2emkt2RojU4JohnF6RgbO+95M2gGOnz7EvtGhQTxFMLc8mKPrrSFxJCdbxy6RgGx0qb4UPijLx0yWjiQ44uY/pYIuBJPVhM1VCxDsIzIWqIpEbXBcEQxTXD0tjRpQZUbYcqbWmTfzjQ/iGz41PDBiQQ0xdKuYzYYC3nj03kww0VvvubbG5SI/Q8/VOh79xr39rIX+fnMHdoDME6JetKmlmaX8eM7EjkMoFBsUFcF1dM+rLrOr+Khkr+ud5IY7s0kS5eVcqUzAhevmQ0armM1cVNDFeUMn/tjQw9+yN+rlWxfHc93++oRbSFcl/9SzyljaB21jx0tlqiNr7Hb7O/4K+f7PR9P6+sKOHSiSkkhGqpbLGhlAuUNVuoarHh8Yrc9uEWFl86hhmB0jNHhFark7NfXM2IxBDSIgz89csdrC9p4t55g/utvruPzzdX8vev8rlicipjksP6bnAQnJwTzX2fbefb7TXMGxZ7WO4R4OBZXtDAXR915jNd/tp6Prg2j/EH8GztT1SQkiUtNp5ZVkSEQUVtm4M7PtrKCwMoHxOulbN4SxWLV5YCUNJoYXN5Ky9f0n/RrTC9Cs36lwja8RYAmuZiYipWwnlfA0n9uoZLF4NSFy6F33XBZkim33EAughQ6sDV5VkjyALKvgfB1so2rnhjvS/c8NllRTx2znCijVpw2di2t4ZLPmnwvf/3r/O5ZVYGG8uaMdndLF5VyryhMSy/axoxwVrUHXoJswZHs6fOxLPLijgjNx69WsFve5tYsnMvDy0YyocbKtjb0M6jS/cwNC6IxZeORSZIm9jD4kKYOySW4oZ2nvpxD48sGIJBraC9Y3O7pLGd4XFB/Fok6Uso5QIquYxQbxPD443sqJI2xS+ZkMKNH+zC2ZHm8/BKMOedwu2KXch+eACQFonZ1ev4y2nPIG9t9DNqbDIdqohByBs7Sz8BiLru42xIqBe80fDhIph0B0y9B3Z8LOWrKvVS3fmyVXDVjxB3YqZmhBtU3PnRNkqbLBhUCr7YWk1+jYnHzhnea7vIYA23fbC1W7snzu29HUExIFNI4lb7UKjB0HuZtxGhNsI/vR55k5R/qW95jZSa9RgXvNNrO0tQMv/8pITsmFBmD4mhrNHCwz9W8OLZab22A5icGcnrl4+lqd1FpEFFzAFEwv5oRiaF8v7VeTRbXYTqlN1KRgYYGAEj9WBpKIDVz8D8p2DWX+CTKzvr2g05E8EYC4JAZpSBe08ZxL++283X26q5Z84gPzXdi/OSaLV27pLFhWhYlJc8IDXIA5Ff3cbGslYAxiSHMCIhmHfWdibXT82M4Kut1X5tvKKUU5oSruOlFcVYHB6eXpjLLe9t5s6TswnRKUnd/aRfmyJ5us9A3ceKwkauHxtCbv13JKmDiNRHsjf3HgoabIheOYvykml3uGkwO1iW8QajC58haevT7Bj7MN8OPw13q5zPF8ZiaNiE0tFMlT6Hp/MbmTkoirfXlHHvvEEICCzKS0YpF1ArZJjtbt5cXYrJ7mJUcigjE0PQDjBsMED/+PtX+QyND+ai8VJ4+cikEB75dhfhBjXXTkvv93U+3VTJw9/s4t5TBpM4gLDKgaKQy7hqShr3f7adYfHBh/VeAQaG1enm1ZXF3Y4v313fbyO13eGlosXKcxeMpLDejF6tIC5ES9UAStC02t18uN7fg+BwSyVopvYz+0Jrq8OQ/67/QWc7BlMR0L+Fd4EjhKCJj5Kx/HrwSPNq/eg7KHTEMql/3QC5BuY8DN/eJSn6CgJMv1cyXAMMiBWFDd3y4V5ZUcIpQ2MwtFezqtLR7f1vt9cyOTOCb7fXAvDdzlpumJHB3vpGdlSbiDaqSQjRUmtyMDUzEpVCxvKCBjaVt3DR+CQiDSoyooPISw9nW2UbP+TXsXpvE6kRWl5eUdqtj3VmJ4+dM5yb39uM2yvyW3ETb1w6ivzads4dnYhCLuDxepHptZybq+bXwiYqW2w4PR6fgbqPVzeZuWCWDL+tPFHE1VDM+7pzyJ6RzfBtD6NwtWOKGEXTmL+Ts+wKcEppTJ7cRSjDEokLrqe6TRq/YxO0THCsgIRhMPFWyJ4jjUVHO0y9WwpHN8RIwkrVW09YI7WxXYoIOXNkvE9/o6DWTGMfwkk1rfYe29WZHPQmQSUqdTDrr/DjXyWJa0EGJ/0dUd57sStVa7HPQN2Hon4HqtYSiEs5YLtql4FddTZ21fnrkNS4DSQcoE1X4kJ0xIX048QuNJjtbKloo7Aj3Sc3KeSgRBgHQrBORXDAOD0kBFbwB4tcJYlRtFaBSgcXvA8t5ZJ6oiCHljJImYxGqeDSicnkpYVT0WwlIkjFu1eNp9nqJFSvIivKgMPtZXZODC6Pl8woA7GHYIdoa0Ur57/0my/UWKOU8colY/zOsTg9PdZv8nhFnl1WxH/OH0FKhB6dUs7109MxO1xkRRuQ77cbr5Z58csxQVLnjGzbju7nv5ICFM16iQt+S6TBXA/UIxPg3nmDeWVFCU6Pl0vzrmTmybdx1fu7cHlqeGSaiUEbb0HeKinBxQGPnPwyVVE5zB0STVWrnT9/ut0nPBGqU3LjjAwe6lKi5j/nj+DMkf2Z+gIMhL0N7SzfXc+T5+X6jgVplNx1cjZ//XInQ+KCmZwZ0ed1lhfU88+v87lv3mASQg//4jkrOogFufFc9Mpa3r5yPElHWT7LiYpCJviEYroSrB2AIq5CxvTsKG5+f7PPYIgKUvPkeSP6fQ2lXPDzRu1Dpeh/Voxcqe5YfPsL7aiV/S+TIEPkqtWh3DnhQ+Kpo00Wwsu7VSxKHMjj2gMeD1zwAZhrQB8FrZX+HpMA/cKo6f63C9OrUMhkIJMRpOq+oWzUKLA6OsPVVXIZRfVmbvtAqiV64bgk3lhdSn5N5zh54NTB3DIrg1WFTVz79ibf8fPGJDI03ojD7SVc331xLQhS+ktmlIFvbplCZYuVaKOk5rv4klHc9P5Wyjvqsr4AvDg/iufPyaTEJGBxdA+pD9IoUQrdjzeLBv69vAqzHZ4/502qa+t44b16rpqcQdDZXxFiLkTjtaHUhxJr2sbHubUUKbNRCiJZrd8SvuENUN0Cu7+WQn6dFti7HGq3dt5k8u2g79/G1PGIUaPA6fH6lTA5fUQcQdref/uhemWP7YK1vc87gtsB+mi48CNpnjDGQXsDgre7mGVXVKqec2RV6t5zZ5WKnj+HcgBz7EBod7h5fOkev9rVi/KSuG/e4AHrHgT4Ywj8lQ4WfSRM/RP8/AgMPw/M1ZLhuv47Kc8ivNObpFEqGBRtwO31Ut1qJy5Ey+T0cNQdPxIDMOEgd3acbg97Gyw0mh3EhWhJjdAjkwl8sqnSrwC43eWloNbMvGExvt3dFYUNPLRgKDurt3PO6ERijBoUcoHEUC2tNhcfbqjkrpOziQxSMyjWyJaKVjaVtzJ08DmEbHtLynECsttWMy55Pus6vLYA545JQCnvCCOWq9hojaHB3Bkm5BXh881VvLUwBZnaSL1NJFJp4pO5blpdCjKD25E3pMLIi8DrxiMocaDGbLMTGWzgt72NXDguiTC9CpkA+TVmak12gtQKzB2LzIe/2cWk9AiiBlhXNkDvvL6qlFmDo7op7oYb1Fw3LZ3bPtjM1zdPIaYHsax97Khq4/YPtnD7SVlHxEDdx8lDYhAEmP/cSs4ZncD41DDCDSr0agWJoTr06sCUeKRRKeTcOD2dU4fFIpcJyGUCDWYHU/qx0bEPh9vLS78W+3m06s0OCmrNTM7sPXRtH3qZhxtnpPPgFzt9x2KDNaSE93/T0CYq0E65G4LjpUW42gA12/CoQ+mvmZppsHLWqAScYg1OQYEbBfGhegaHDyC6xuOE7+/pXgD0ok/6f40AAEzKiMCoUfhUngUBbp+dyd6GdpotekZlJZGyc68vjUYQJKHCv3+Vj1Gj4MLxSaSE61HIZPzltBzabC4iDCre3a9kyDM/FfL2lePIiDLw+LkjsDnd/PWrnXy8sYLbZ2ehlstwuL3cP28wVqebr7bVUFTfztmjEthY2oJercDp9qJVylHJBWQC7K03U95sY362nnOTrShFOyVWF7neBuxtVRiScokLVvk8ngB/ztMQGhHnXzx18HxU8cN4abKFHbZIXlxVw2WTUrlkgpWCOjPWFit3lf5dSoMKioFpfyZO6yVO3CF55zwNMPJiyUBtLIDmEimcvauBCrD+FRhy1uH7Yx7luLwiu2tM3HZSJm6viFwQ+HRzJReM671AssPt5fsdtX7Hvtxazflje9+kF90O3Fvfo3jU/dS6Q4mxeUjb9B+Eaff02k6tlMPk2yA2F+ytoA6G2u2+UPYDoVHImDkoimUd5ZNAysNW91Al4lBQ3NDuZ6ACvL2mnIVjkxga33/1+IHg9ngpbrRQ22YnNlhDaoTeV8oqwMAJrMgOFqcZjPGQd71UC8zZLk3qY6+San15Ones3W4vn26p5i9f7MDlEVHIBP46P4fzRif4DNWDweHy8OHGCv72ZT4er4haIeO5C0cxOye6x7IuvxU3cfPMDDKjgqhus5GbGEJVi43/LhrN40sKfHVMcxNDuGpKKpvKWnlueSFzhsRyx4dbsDo9CAJ4Z2YwffYHRDetQy0TEdKmMVobwvj0CGpNdhJDdeysbsNq6wi1U6gxubr/SFutLryaUC5/awsvnawm56cbpIcc4JnxoJRXtfwRAOT6SFonvcS1725DIRN48LQcvtpaxfrSVgAmpoeTEh6ORiX3GaltNle3UKYAvw+7y8OXW6v55xlDe3x/aHwwMwdFcd3bG/ng2rweH1oVzVaueH09l01I+UPUdmfnxDAiIYRfCxt46ddi2h1ubE4P9WYH41PDJGGSyN7DnQIcWlQKGS/+speyjoX+hPRwpmX3z7gEaZHW0oO4iN3d/9+/1eUl0qDmvnmDKG6wEKJTkh5p6CY+0xuixwER6fD5DVIdbYDx1yEbgPiSwtbMDbE1KD6/RsopFWTMmHY/2HKB3herPty27gYqdBdJCdAnIVoF980bTFFDO3anh9HJofy2t4mnfipEFEGvkvPM+cOoaGqnpt1LqF5Fq9XFDdMzSIvU89cvd7JgZDw7q9rYUNYCwF0n/z975xkeR3W24Xu2N+2q996LZcu94YIrGGOq6SR0AqGEEkIvgUBCDT2hB0joHQzYGGxjG/deJFm997K9z/dj5JXWErLkzxCCdV+XL9Boz8zR7uyc857zvs/TP3/c6vKyubqT+z+XsoFyY0J48uyxXPvWdlLCdbRYXPzuzW24vH7kMoEb52eTYNLQYXcjCAJX/3tbYIy+eFoqY5JMODx+rhyn4/eeVzGu+RiAySEJeOIeJm7VBfhP+BtvTFKxwZ1JkwOmRDgpKn2QGvXFWBe8Q7Z9G/7wTBRlXxH54VlEAlNCYima/k8+qO7grU21FCWFMmVsHDQagQYpdVdjgvVPQ0eP2FfabEiaBFtehpk3w/LbIefE/m+22yp5/B7DnDY2gae/LcPrF1HKBa6bm4V4aD75IfTdkBjK8YN4BDXLsh7glrdqAtd77OS/sVDoZrBwU+5zQ0gCfHCZlJ0hV8IJf0PuG3wH1ur2EqFX8Yd5WdR3OUgI1VLTYQ/yFT6aOH7kvD92/P+Lzy/y2c4GbvlgFx6f9H4+cuYYloyJR3YUSviORX7W8F4QhBMEQSgRBKFMEIRbB/h9iiAIKwVB2CUIwipBEH65uZphadIK0obnIG4MzLgJRp0B214HAfz+3onNnsZu7v10Lx6f9KDx+kXu/3w/e/uk+jSbnTR0OfAP4Jv2Y5S1Wrnnk72BlFeX189N7+2gtsPOWROCJzNapZzLjksjRC1ZJPh8Ih9tq+f9rXV8W9wSCFABdtR2EWVQ87tZaRyfE83dn+zB3vOlFkX4+8oy1lgTOWHzWOZsGsf7jdF8tK2ef66uYHVJK3//phSzzYXeFElH4aXg9zLOZOFQPZ3zJyfxwLIDFMXpGFf5UiBABZALoiSqoNTSMfoy6opuILdtOQsyQ/D4RP7yxX4mp/futOxp6CbGqGHp+MSAAtx5k5KJHdlFPaqsK2sjMUxLVMiP7/yfUpSARinjhnd29PPdre2wc+6LG1hUGMfk9P9eWle0UcOZ45O4aUEO95xcwF/PGM3zF4wjOULHGc+vZ1Nlx3+tb8cabq+fdzbXkhCq4cmzi3jkzNG0mp1srBj6ZxCqVXLK2GDLBEGAzKihK0TrNFpe+L6CT3c2kBimxeL0ct9n+/AN/ZGMQSlDXHF3b4AKsPEfKDxDDw4VKg2KL2/sFT0S/ShW3Y+cYXQkIhtiRkHmPGlsyjsZTIkQlTv0cxwDtFtd1HXacXl/fNK6sbKTWz/czTubalm2p4naTgdPfHMgsMloc/u489Ni4iNMFCSEYHZ46HJ4MDvdPLeqDI/Pj14lDwSoIM0BNMrg6deJhbF8sat3N6y42cLu+m6WjI7D4fHx5DcHCNUpuXh6KhdNS+WtTTXUdDqoaLPz/KpytEo5F05J4bLj0vmupBW3VyQ+TM9pUU0YD3wcOK/MUo9q15uQMg3Z7ndI69rA+dvO5qaKy5j+3VL0zVuoJ4p/V+gojVuCT65Buff93o5amhhd9jxF4X4ePN7IuHgNkSYdbamLQW1EPO5GOLC8N0AFqFwF9g4ISwV7JzTtBgRQHfL9zD8NTENciPkVolbIePa7crw9czqPT+TZ78pQHmaHMkKvJjEsOLhPi9QToR+8ZKJGFs+tX9QGXe+WL2qoEQZzSQXkclh+R2/5gM8j/SwbPF8kLULPhsp2nvm2jNUlrTzzbRk7ajpJPUpK/odi1CrIiNRz/dxMnjlvLNfOySQzSofxMOnTR0pFm5U/fbA7MNf3+ET+9MEuKtuG7tc9QjA/W5AqCIIceBY4EcgHzhUEIf+Qlz0KvC6K4mjgz8BDP1f/ho0uXEprmXApKDWw9glo3AXz7gVzM41NjbyxoQqzw02L2YXrkBV9t89Ps8WJxeHhrU01nPjk98x9bDVPrjxAs3lodgWtZlc/42Czw0u7zc3U9AieOGsMaZF6pqSF8ciZo7n1w93M//sabG4vpxTFs6uum7QoPcWNln7n3lTVQUmTFY1SToulv4y5y+un2+Ghy+5hb6OZJ88dy+S0MERRClKumpPNgk9gaeVivp/3GQlRkTx+1hjy44zEmzRcMTOdaKOGvY1mxsUI6Jo39Z5ckIHbjt+YzPez32VpxUnM+i6NOzpP4sye4Lvv+zkqwcgVMzK48+M9vLy2ksIEE0+cNZrLZ6aPpFkcZb7c3cS45LBBXyMTBK6alUljl5PfvLKJshYrLq+PT3bUc9pz61iQH8PCgtifqcdDR62Qc+KoOK6alcGVb2wZMBthhKOP2eFmXEoYubFGbv1wNw99WcxZE5NQK4f+3e2we0gN1/H74zOIN2nIjzPy2NIxmIdhot7p8DA5PZyUcEnxfFVJK9fMycQ9DCscwdmF0N7fKka0Ng3w6oGRObvA2tLvuGBv6//iHyM0EU58BDwOWPs4dNXCkmcgeiRIBSkl77uSFk5/fj2zHlnF7R/upupHJpL7GqUFB4vLS4fNPWB2TmO3E41CRnGjlTc3VPPu5lrGJYdT2mwl1qgJZAgc5PUfqrlncQGTUsOIClFz0bRUJqVGsK2mM+h126o7uXRGGnq1ggmp4ZxalMAH2+p4Z3Mt8/NjSAjVkhyuJT1Kz/lTklm2u8+mz54AAQAASURBVJE3N1QzNT0ClUJABJKp79dfoX4LdZPvxo2KuvzL6Sy8GAQBT/JxNJ3yNttsUVybXEW31Yazpaxfe1X9Rs4Uv+Y4duBye7j6PztYsmsay+Z8SUnsEmjY3v+N7KqB0edCS086/eYXYc5dkDINDDEw9VpJhFJ57C4sN5ud/e4vp8dPy2HmhK1WB/cuKWBeXgxRBjUnFMRwx0l5NHUP3q7F4hrwem2Hs66xNAdE3QJ4HGAd3Iou2qjh4TNGc3xuNKIIc/OiefD00UQOsuj9/8Hm9HDPkgLWlLZx7VvbWVvWxt0nj8Lq/GnsCtsGeD9dXj+th3s/R/hRfs4Z/CSgTBTFClEU3cDbwCmHvCYf+Lbn/78b4Pe/LEKTpBXDspVSPWp0Pux+H8JSaBCiuevjveys6yYtUo/xEIEirVJOvEnD1ppObvtwNx02t7RauvIAX+8Z2oQmLlSL4pAUggi9iugQNSFaJaeNS+Sjq6dx64l5XP/ODmwuHzkxIXy5p4l3t9Zx4ZQUSpusFCb2z83PiQnh+dXlmJ2efit0giCt+KVF6kmP1DM5LZxHvipGq5JzwZRkylus/PXLYhbmx6BSKHhxj59mfRZyQeDB0wqYmR3FR9vr2VTZSXK4jnX1fswJs3svIPpBpad47B1c/IWV8jbJZubT/Wbe3NrC1IwIdCp5YNd5cWE8jy4voblnMeCDbfXsa7QQP0hN5AjDRxRFVpW2HDZIBSl988YF2SSH6zj7nz+Qf/fX/HN1Bb+fncn8/F9egNqX0YmhzM+P4dYPdv+3u3JMEK5X0WJ28cq6KhweHx02Nw8uK0Y7DBuu6BAlJc0W3ttSx/TMSJLCtdz6wW4MA4je/BhRegWNXU6+2ttEZrSkIfC3r4oxDkOl0aeNRIwp6HdcHMbukFMXJ+0mhSbDwocg/XgQBGwhqUM+B9YW+PT3kqWHKELjDnj/YuisGvo5fsXsb7Jw2b+2UN1ux+cX+WBbPX//pnTAHdUxScHPu0Mt4wDSInVY3T6eW1VOhEFNVIiaL3Y3SCU1XQ7SD9nR77C52VPfTVFyKH+Ym0lBbAh2d39Rq9GJJrZVd9HQaWdiahj/XFNBuE5FjFHNq+uqsLo8qOQy5uXF8NTKMtptbuQygZ11XTR2uXhoWTGEZ/Y7rznpeG5Z42XrxMeZ9XoLp5XM5ZHUl7iWP/HQ3lDWlHdSHDaLiz5uo1ExgHVS0hTE9gO82jWWf29vx+MTaeh28vuPq1nXpqE9cV7va2VyiCmAvMUw7VrIOUk6bu+Ar++AyGw47QWY/2fJe/4YJs6o6bfDblAriDMNHsRFh2i47YPdtFtdzMmLprHbyV0f7xlUFwIgymTo95w1qBVEGA9T7mKM768Urg4B4+D2bnsburnu7R2IfpEb5mfh9vi54Z0dFDeaB7/eEaJRKbj5vZ1sr+1CFGF7TRe3vL/rJ3N9MGqU/d5PvUreb/4/wtD5OYPUBKBvBXNdz7G+7AQOVs2fBoQIgvDLlXpzmqHmBzjuJjjxb5LUf9IURI2JlV1x/HFhDt8Wt/D0twe45+R8FuRLHp4hagUPnV5IYYKJVSWt/U771uaaAQesQ8mI0vP4WWPQ9QjYhOmUPHXuWOL7qAOH6lTUdti5bm4WC0fFEh+q4ZrjM/F4/SwpiiNEI0ejlDM5rdefck5uNN0OD3a3j+dXlXPnSXlE9Qg7qRUyblmYQ4xRTWGCibHJoYTpVZwzKZn8OBO7683MzIkiP97IeaNDeHheKC9ObWf05ls5uepBSpvMvL25llaLi0931nPLwhzqzB42xF2AJ6qnzlGQ4VQYOKDKCaShHGR1aRtT0sJ56PRC9tR3o1PJB1yl+nhHAzWdIzthR5PSZisKmeywA99BFDIZpxQl8Mx543j9kknctTif3Lhflvn2j3Hy6HjK26ysKe3//Rzh6NLl8PDF7sZ+xzeUtw/w6oFpsbj5YncjLRYX722t4+u9zbh9fspahp5m22rzYnF6+MO8LBLDdMzNjeHmBTk0DWNHvdquxjr7ASm1FkCuwjv7Dvb7U4Z8jiq7mvrTP+SjSW/z+9KxvBB3D+W/2cZu+zA8hDuroeMQWx9HpyRYMwL7G7oDZTIH+XRnA83d/ceSialhnDcpOVCuUtlq5f5TClD3KJJGhai5e3E+35c2c/uiPAoTTIxKMDEhJZyLp6cSFaKmyewMjP8A45JDOWFULDJBYHVpG25RZEJKGHNye5Xzp6ZHIJMJrCtv40CLjYYuB7cvymNMUih5cUZuX5TH1upOdtV1UdtjtfSbqSlcMCWZ6BANZqeH86YkU69MwTvhcilDCfBEjWJD7AWoBQ81NjmiCFXtTp7dbOarUgtf7WniL9NkWNub8PpF3m2Mwj3p6kB7MSoPck6kVZ/Ne/uCd59FETptHlbrFuBOmALps2H27RCRCY07pRTgvFMgawEkTpR2Tp3dULZC+v0xjsdp4Z6TCwjpEfAzahTctTgfn3PwdNFms5NWq4vttV28s7mWnXXdNHY7abEMvpMaZa/gqSUJQdd76uR4Ip3Vg3fU7YDFT4C6ZzzXmOCkx8Ez+I5hVZuNV0/U8nz6Ws4t/xMvZK3nH/M1VLb/NOmwDV3OfpmATWYn9T9RlpTT4+P6eVlB7+d1c7NweEZU1Y+UX1p4fzPwjCAIFwFrgHqg39KmIAhXAFcAJCcPzSD9J0GhgZTpoNLCZ9cHDgu73uaMpStZ+saBgOjGpzsb+fMpBVw4JZlwvZqCHmWxgfwa0yL1A67W9ru8XMbJY+IpTDTRYfNI3msDKKWG61Xc/8X+wJf1m/0tXDYjjXiTlnevnMbOui5yYwxcOCWFslYrW6s7A36qYXoV+xq6OX18AjPiBeJav6crPJGz3i4NDPIapZzNVR2U9tS1frO/mSVj4lEoNGR6SlC/d0FAJdCY1Ps+OT1+NlV1cPaERHZ7BJRTX0JjqaHTI8cmT6XLJQDBPq4RehUTUsN44LP9ZMWGcMXM9AHtKxJMmsCD4ufmF3N/HmXWlrVRmHBkQabs0ILkXzgKuYzTihL4+zelzMweuoDP/wK/tPtTq5CTEKqluCm47CAhbOgCKnqVnHiTlmZz8IQkZBgr2Hq1goIEE48t77VxCNMpeXxp0ZDPodMoOeU9gb8e/yoZ8hbsCiP3bZZzXvjQszqiDCqeXd3AK5ulBZIv9sO7Ozt47Zz+O2I/ilILMkV/y5n/AVGan/r+rO900D6AyFZ0iAatqv+4Gx2i4a7FeVwwJQWPz0dqhB6DRsm0jEg67S7qOh08+GUxv5uVwR/f2xkowfl8VwOPLpVEU+QygQkpYVw+Iw2VQoZCJnDZ61tp7EnHXL6vmdtPzGViahijezKb9jaYeen7Ss6fnExxo5nfTkvjhnd3BMbdL3Y38siZY/B4fbTb3MzLi6a81cq6Mmlx57uSFianhTF2ThwtkVPYPeNElH4X6zpC+GC1g09mNVDs6l/nHG/SEF32Hk1h8wGYHuNFVb1L8jNFROiuA2szOlcb8SYVpS3B91iySc5Nn1hxnPAw5+q3Ivv8ht5fbn4ZLvkazngZSr+GDy/r/d2WV6TfxY0e2gf5X+Snukd1Wj0rN1Vx/pRkFHIZbq+f74qbKZg1+CJXyAAZIzJh4ON90egMzN/xIJ9Pm06bPIooXwvJ5W9in3rToO38WhOyve/DSY9J9agyJVSuwT/+0kF3viaEOYn+5i8I1esAUJZ+yei02UTPe3LQ6x0pRq0ySKQapPflcNY8R4pGJefltZWcNzkZpUKGx+vnpbUVzMia/JNc71jg55zF1xMsTZjYcyyAKIoN9OykCoJgAM4QRbHr0BOJovgC8ALAhAkThqEmcZTxuSWD9HcvlH5W6amadA8lQhrWdhlnjEvkX+urAruBT39bxrLrjiMqpHfCMis7ihdNapp6VnC1SjmXzxh6LaUgCKRFGkgbxK2hyezqt5r0n401nDw6jtpOBx1WNz9UtHP2xCQ+3FZPTc+qrEou48qZ6eyq66YgPoSwEC8ZW97lfeNcrjk+E5kg1RjIZUIgqD3I57sauHxiGOpt/wl6QhTYNjI7O4dVPTtUH26r596T8/njB7sCLytM0DMqwY7L62dCSliQ4MStJ2Tj9PiYXxCDQi5jf6OZwkQTGVF6ylul1TilXODauVlE/MSGzT/GL+b+PMpsqGgnJ/Z/Yyf0aDAlPYL3ttayu657wJT4/1V+afenVq3g4umprC9vx9FT/xlr1HBc5tAtaNw+P9fPy2RHbTd+UUQuk+F0eymIH/r96vF6+feG4OdYp90zrHqiEG8XN0w1cdb7jYAAWDguPZQsVTuQOqRzdFhs/GtrcP1pWZuT8jYHiUOWEpTBxEth4z97D406I7Ab9kvmp74/i5vMVLXbKUoKZUdtFyCVsNy5OC9obO6LVqUg/5B7KSPaQGWbwLkvbiQtUs+a0lbGp4QxKzsap9eHVimnpMnC9wfa2NdoRiWX8Y8Lx2Hp9uL2+jmlKJ5X11VxSlE8x2VGYXd7iTaquf6tHQGF+nC9ipyYEObkRPFNcUvQ7q8owtd7mzhnXAyJRh1ymcDfvioJ6uPGyk4a7QnklrxNXdQN3L/GCZi5qMhIyq4nUaYvZUzcFHY2SjtLMgHumaIgbM1/yMtTMjvtBPL9pVC9Vvp3kLA0TKnHceckORcvEwL9GhWjpUDbgUouY2Z6KLL3Hg1+I51dUr2qMQHWHRKYeOxQvf5/Ikj9qe7Rdoefb/a38M3+4Jr0cycNHggrZAJLxyfy3ta6wLFzJiYjP4yirMrVDiXLSGEZfcNg9fhLBm0n2lqxtddRHKqmwRNOgtJKTkslGvvg2S9R9gOBAPUgQuUqYuxlDPX5OBzy4gz8ZkoK//qhd2f44mmp5P9EGV0ZUXrOHJ/I86t6dQmuOT6zX7r/CEPn5wxSNwNZgiCkIQWn5wDn9X2BIAiRQIcoin7gNuCVn7F/w8PrhvYyKQ+/Z7V634znOP87HZ12D7CHpHAtV83O4OlvJeEBn1/sJ3SUGW3gncunsqfRjMfrJy8u5KgHAoemzB7sy5d7mvjHaikl7MHTRnH/p/v4w7wsXF4/Hp8fk1bJnR/vCexO3HZiLo6Zr3H/f/bS3SNIkhKh48qZ6f3OLwKqlt2SWXQfkr69hnvPWMauogI67D5SwlQUySr4+FQdZTYNoikRtUJGWYsNvVrOCQWxzG624PT6CVErMOlUXPHGtsCgeEJBDHFGNbcvyqPV6sLt8ZMVE8LElMPXTY4wdERRZEtVB0vGHEb171eEXCYwOyea13+o4pGlY/7b3flVc1xWFK9fOomSJgtKuUBBvGlYPnaiKCCXyXhhTUVAiXx0opG5edGHadmL3y8O+Kx0DqL82g9BQGOK4o8LjTg8PpRyGRqFgFs+9HQvURTxD2A54fcPw07L64DmfTDnTvA4JTGa+m3gGrGg8ftF3tlcyzkTkzg+Nxqvz49GKWdU/PAXoqTPSiptCNepMGmVPLq8N1C8Zk4mKRE69jWa+f2cTG7/cA9NPSI4USFqHlk6mvpOB89+V0ZJswWjRsHlM9MJ1SnptnsoSDCCX2RaZiSfD5AS7/T4eO57aSHt0aWFA/axuNVFQ8S1LEn1kp+QRq3Fz3iTFZq8xG99mOfH/ZE9hZOw+FRkJsZSsPw88DiI3vUP/lakxqgZoM7Q76UxYynJXfX865wJ7OsErVpJht5DimsrH119Iokhzv47+dBjjSSCv/9uNv6fRtDmf4WBvvcA4mGUva0uL61WFzctyMbp8aNRythU2YHNNfhzR+YbOB1Y8A2+MOeS63k9+hb+9lU34AKU3DnjNs6TwWCu5zJx4P7IBrpPjgImreTdPjUjgsYuJ3GhGsYkhQ5Lq2A4aJQKfjczg+MyI2nochAfqmVUghHNMPQVRgjmZ1tWFUXRC1wDfA3sB94VRXGvIAh/FgRhSc/LZgMlgiCUAjHAX36u/g2bpl1SfUXDDph0Bf7IPN6sjegJUCVqOxzY3b5AasHvj88gZgBLlJRIPScVxnHq2ISjGqC6vD4ONFvIiNITqgv+Ui4dn8SKfZISW6hOSXWHnfJ2Gze+u5Pqdhs2l4/r394RlD73+IpSStq9gQAVoLrdjlYp7yeudHJ+OCjU1I3/I4T0GeQEgUSVlRMNZfwmqY3jLV8Q5qhhzMrzOaPrVQoVtTibDvDFrnocHj9XvLGVR5eX8sy3ZVS327mrj+UOwFd7m6npdFLWYiEzysDEtHAKE40oFL/8HYP/Jara7ShkMiL/S7vT/y1mZkXx1d4mnMNQeB3hyCiINzIxNYwJKeHkxA7PP1enlPHMt2WBABVgV52Z/U39lct/DKNOxW+nBqfV6VVyMiKHvgreLovgni9KaWluJF+oIdzVwKvrqim2D/3vSQzTcmZhcP1pgklFVtRg079D6dlB+fYB+P5R6b/tZf8T6b4/NTmxIUQZ1Ly9uZYnVpTy9LdltFpcJIQO/71JDNNy7qQk9jeZmZgWzhsbgmv5/rGqnMxoA9EhalrNzkCACtBqcdFld2Nz+yhplu5Ts9PL4ytK+ba4hXCDipImC4nhWhrNThaPju9n4zYjK4odtV24fX6W72thYmrw4mxBvJGaDjvr2nXcsUVHjE7grG+mk/HdVZIzgSgSv/VhFqw5kzMq7maMrh2Fuuc+M0QTo/WjiUqXSpv60DHuGhZ96GL250Yu+E8pD35ZSkOnk9u/qsMeN5n8eBOCyywJJfVFqZMs+9x2Sc23L3KlVD51DBOqU/XL/hibFHrY9NQwvYpWi4vHlpfy7HdlPLa8FKvTS+hhRN9cpnTEuKKgY2LiJJzGwQWsKmRpPLK+O+jYX9eZqVIcRvgqMhcOuR6JEyXxrCHQZHawt757yA4YIAmMFiWHMiktnLHJYcSZftpnoEmnJCNaT36ckcxoAybt0IX3RujPz1q0J4riMmDZIcfu7vP/7wPvH9ruF4m9Uyoet9TDmHNxR49j96r+qRXNZidzcqOYkRU1LHP6/y+N3Q6eXlnG25tr0Kvk3H/qKDZVdlDSbGV+fgwlTZZAeuyl09MobemdzL26rop7l/RXqHR5/VgHWJlbc6CNi6alUtpspazFwsK8SJxeWPhhByHqbu498RMWtbyIylqPv+BMlBv/AZlzpHQfWyuYkhDPeAW2vETORyeSo1Azc9yNbDLEBF0n3KDqV3MG4PH5USvkXPjyRhwePzMyI7nvlALSow6jUDfCkNlZ20VWzLH3fobrVWREGfi2uIVFhYMrF45w5NS023noy/18uacJhUzg8pnpXHZc2pBT9rtdXioGsBA5nAVDXzpsHuYlQcrCSN4u9pJpgrPGhNHttAJDe3ZbXR4ePk7OlJ23oijeA+oQZk29j73+oauW6lx2/jA9ioJYHZ8WW5kYr+b00REkaoax22BrgfgiiMmXdlBjCiSbD3PDYZv+2kmO0PP6pZN4f2sd22u6OH1cAvPyYlAewcKmSiHn97MzSY3Q0251cehGmNcvEqZTcsa4REqaghVMlXIBm8tH5wD1sWUtVsL1KgQgK9rANW9tJzFMxwOnjOLbkhY8PpGZWZF8sqMhsGj7+a5GnjqniNGJoWyv6WRcchhxoRqau10syI/hD+/s4NLJsfgWvU0Gdchq1sPxt0PFKsiYD65ueP0UmH4dYu5JCOoQWP0wwq63YcFfoGYDoqUB7+jzeLE6nU57sF1Os8WJxydirdhMdPtm+Po2SJoMx98B5d9JYmITL5UEJz+7HhbcDwsehNJlkvBOwemgj+n3XhxLNHQ5mJ0TzdikUPY1mimIN2FQS6rjYwfJ+K3/kXYNXQ7GDqLGv9esZdy8PyMUfyYpgMePQ8w9if3dKsYPMtx12t39sgK9fpEu22FKIyIzYNEjsP9zqFkvLUrkLoaI/tl4h7KurI0b3tlBi8VFjFHN388uYmrG4UtCjrTdkfJzX+/Xzsh205ESkQYpUyG6ENY8imbVvZye13/FvSDeyIkFcZw+LpEI/dHdhfJ4/f3SOaxOD16fn1XFrfxnUw1+ESwuH394ZycTUsKZlR0p7ZQ6PSwsiGV8cig2t5eJqb0r9y6vn7pOR0A1+CAJoVoiDf1XhdIi9Tz0ZTHry9s4MS+c2g4bT6yUUpwtLi83fVzG5txbKM65GuXHl0LiOPjuL1KACtBdi/DZtQjhPQ8qr4uYTQ8xSVUVtHK8p76byWnBD1xBkAbxMYkmZmZHMyk1DK1Kzjuba/AO4Gc3wpGx/Sc03P6lMz4ljC929U+1G+Ho8dH2Or7ssd7y+kWeX1XO5qqOIbePD1WyIK//BDdvGJkpcQaB7G33ccb6U3lb+zce6ryRse9NZYy8asjnSNN7mbz/Lyha90gHXBaSV9/IFP1w7h8HCZ8s5aID1/HehGJu8zxHzpvjwVx3+KYHCYmDPR9CzSZImwXtFfDDs5J1xAjkxRm5a3E+7105hQumpAxZsXwg5DKBD7bWkRFlwKgNXvePMqgZkxhKq9UREEs8iMcnkhyuC1LjP8jsnCg2V3XwwbZ6DrTYGJccRnmrlTs/2cP0jAhuWZiN2+uj+JDAt7bTwZT0cPQqOVuqO/ihvJ1mi4NPdzTwu5npxFj2UWnTIPv6Nun++P5xSWBLqYV1f5d0NtY8iqDUwvI7pRpSWyssuwk8NoSM2ciUGkIU/TNL0iL1pIYpiImOgq9uBVsbFH8h+fTqIyE6B9w22PoqTL8Bdr0LK++VimujCqTMtKZj2/YrMUzLmxuqWbG/GY1Szld7m3h3S+2A90hfEkwDtztcdsBoXTuydy+A4s+lXe79nyB777eM0ncO2i4lhH7ZeRF6FcnGIQgkJk2CeffC+e/D3HsgaeJhm1S32/jdG1sD2irNZhe/e3NbQNX6aLc7Uga63pVvbg3ovIwwfEaC1CMlIhPkCtCHQflKaD/AQtun/LbIhEImoFbIuHBKCnq1gtFJR190ZVt1J9e8tZ0znl/PGz9UUdpk4amVBzjtufX8c005y/b0ToqMWgV3Lc7jy71NfLGriSiDhnn5sVS0WkmO0DEq3kSX3c2FU1JQ9ygPdts9/PX0wkAab26sgd/NSqfL5mHp+ETkMgGNUsY1x2dS2mzGL4qMijMwKcXEm5v7T8jqO52EWkp7RZQ8h0iAW1uk+t4+yJt389fTCwOBscXh5bIZGYzvqTeNNKh4+IzRfLWniUe+LuWkwlhGJZh6jNMFqjt+GlnzY5EdtV1kHKPF/xNSwlhzoBW3d2TR46fA6vTw+QCLAD9UDN2CpqHLw9TMCBbkxyAIktffHxfmMIQpUwCZrRVNxQrw2JFXrYbWYgC0lsPYMfTB5KhFWb+p33Gj+cDQO2JtluxjGncgX3Yj7P1Asjfrrjl824PY2mDRo9JuavHnkn/hGS/CYYRNjjXkQxQoHIxms5P9TRYau53cMC+blAgpXTYjSs+9S/L5y7L9tJjd5MUZufS4VFRyGUq5wOUz0hmTFEpapJ7fzUpHr5IjE2Dx6Dg0Sjm1HdIYuaWqg/QoPXedlM8jZxSilMu48+O9fFvcyj2L8ylMMGHUKLjtxFxW7m+hqdvF92XtJITqyI4J4UCzjW6nh8LEUNT2RqaGdUuKrABeJ7QdQGzdH/xHucw9taN9KFkGXhdyaxOn6PdyTqEJmSCJPV56XCpmm4t7xnvRf3cPTLwMck6U2nkcsP9TCE2FitVSqZS5Fsq+kQSUplwNLbth78fQtBNaiv/fn8n/Kna7myfOHoNWKWd9eTshagWPnTWGTvsA9bt9sDrdPHZWcLtHlo6myzF4O0V3rfRZWxqhcjVYmsDRidI8+LMm2bqHF+fJSY+Q5ocZkVpemCuQaN1z+D+ytQRW3AWvLIBv7oa20sM2aehyBMTEDtLt8BzWSuZI2x0pA13P7PDS8BNd71jgl2ZB879DZzWsuA9M8RBbCI07id/+OHfGruKiOeciS5mKLCKNWJMW5VEYCPuyv9HMuS9uwNUzab7rk71cPiONL/c0Udfp4F/rq1k4KpbvD0gKkZdMT+OJFQcCqbolzRaWjk9EJgh8tL2B/Q0WTiiMZV1ZG5dMT0MmE1hV0oJOJeeV307AJ4qE69Xc/+lecuKMlDRb+N2sDHx+Pxsq2rjtxDxumJ9DvNxMc2MN8SYNDYek2bXbXOgje/JH5CqCdMEVakl18tBcqbBUMsOVfDyjgc6wUfxzN1z15hZmZkdz3dxMcmOM3PHx7kAd8LaaHdy+KI/SFgslzRbkMoGbF+QgO4zC3QiD4/OLlDZbSR1Gbd6viVCdijiTli3VHUwbSds56miUcsalhHLgEE/T4eyCRmhV/G1zMUnhOp46Zyxev5/X11dxzmFUMfui0BjxReUjb9oh1cf5vSCKeHRRDHWfzaOJQB6agqyrWnrO+T0girh1cQy1Esqvi0CmDZN8TeUqaXcLEA2xQw+6DVHwxY1Qt1l6vrYWQ+0mOO2fh287wrAw6VSYNArUShmPflrColFxnDUhiTCdihvf3RkYpzdWdvDCBePJjzOREqGjKCkUhVxGYpiOoiQT8/JiaLW4eGltZdCiTXKEjo+31+Py+Ln/1FHc9UnvbuOW6k6eOW8s+xrMuL1+ttV0ctG0FKIMahLCtDzXozKqksvYXNXBI2fMY5HukCDQ0YErakzwPS7XgEwuLY4cRB8ppeoqtCRYyrlvWhFX5Gtx6+LRCB4itz6OYdmn0tjetBNm/QlqNoKjQ/JF3fOBFOgC7P0IonJh7AXw0RVS0OxzQ8s+sHdIqcCKY6+WL9yo4c5P9nLx9DTC9ErarW6e+fYA9586atB2GpWS29/dzj2LR6FRybC7fdz10R7+fs7YQduJxrheqyqFGrwukKsQDYOXtvi1JiZ+cj7v5Z5Hx/h8Irr2EL76Hfzn/GfwnS9rK7x/MTTvla63/mmo/B4u+BD0ET/aLFyvQiET8PpF1AoZLq8fpVwgXD/4PdK33UGUcoGIw7Q7Un7seofr5wg/zkiQeqS0HQBNiFTrE10AeUugZR/KPR+QFpYEeeMhvHdS32Fzsauumw6bG4NaQXWHHb1aToJJR0qkbliplMWN5sDAd5C3N9Vy1sQkXl5bSYvFRYReRWqEjqp2O6JIv1rST3Y0cOlxaZQ0WyhutnDdvExkMoHnV0uDWpxRwxnjE8iONWJ1etjfaObCqSk89FUxu+q62VXXWzT/9b5mLp+Rxve1MtSyFG5fJHLjuztx96TbLh4dx7aaLsZHppOfdRqm/Z/D5N9JuwWJE8FpRozKRWjeGzinPWkW/2mIIU600aIeS0uDlcX5cTR0O/m2uIUuu5udtV1BQlUAW6s7yI0NYX+jhZfXSh5zCQN4x44wdCparYTplOhUx+7jojDByHfFrSNB6k+AQi7jt1NT+XZ/a8DuZXSCaVjvtdXjZUFBLI98XRKwwxqfEoZ+GF7JtU41xmn3k2TZJmkOKDV4tZEUCxkcPiFNoswVimzmM3RZbRTbDESpPOToLHSKqUwYake8TiwLHmeXWc8Bm454jZvR+k5ihqOA6fOANkxS93WapSyV1mIp3XKEo4rfL3LLCbnYHF5+NzODx1aU8ttpqbywpiJonHZ5/ZS12bA6PYRoFHTa3agVcrZUddBqdbGurJ2sGENQHXV6pB69WkGn3cO45DA+2Vnf7/pf7Wlidk4UoiiyID8Gj1/klhNyeGx5KaPjNNxR5CbBVYZDYcIstFKjKyBk/I1Eb31cOoEmlP2aIvJiJ6DpLqd40oPsEnMQZ81njLif3I23gcsC066Duq3g7MKpMFFt15AmVqKqXw/6aCoKLmNF1MX4BBWJ0WFUtZqRT17IaLGYnJiQXqs+gNqNsPAvUoA0/XrpvtSYJO/Uba/C+N9K9dTHGNUdDrbVdLGtpivoeG2Hg7y4H8/Ic7i9/P74LEpaLJgdXoxaBb+fk4nDM/gzw++yI1/0mFTD7jJLn4E+Cr/bwaB6tAoDLHqECHMdEc4yiIyBjMdAeRiBuPYy2sPHsiv3XqocWlK1DsY0fUB4R/mgQWpapIEnzymios0W+PsyIvWkH2bhPC3SwN0n53P3J9LcUhDg3pMLSPuJFtwPXu+eT/ciij/99Y4Fjt1Z5/8XlUFKVVn5595j+afCue+As086DdID5NnvyvlkRz0XTk3liRW96Q35cUZmZUdxzqQkUoYYqA7koapRyXH0UbZ8+tsy3r58Mg6Pn1ZL/2J2tUIWCCIBnB4/t52Yg93tR6OQkR9vIiFMi98v8smOesxOHwmhGrTK/reMRiHjoS/38+G2Bq6YmU5unIEbF2Rjc3lRymVsqepgzYE25uZGETX6anx0EqJVoShfifDtA4CkRekZdQ51i9+mxeLiq5ZwHP5QVm5pZGfdwbqbTh44JZ+TCmOJMGgC6sRBfVHKcXr8gf+Xy0Yy2v+/7G0wH7O7qAcZnRjKvzdWc8dJef/trvwqsXt8nDE+AbVCSnnstHtwDMP6RSET+GBbLedPTkYhF5ALAhVtNpqHIZykUggYve2w4p7AMSEih5hFxw35HHIZLO+K49HlpYD03CpMCOemeUMv+fALCt5piueB1e2BcxyfEc0js1QMOWyXq6X6057nKwA5i0B1bH+PjzZVbTYueHkjdZ1SOt8pY+J49aKJiKLI13uagpTwASxOD3//Rkr9vnJmOmmRem79cDepETqKksJ4auUBLpySQkqEHpvLS2O3k+e+k/QdXF4fser+uhYmrRL8Ittru4gOUXPTuzu59vhMIg0qnhxbT9rKKwOv9UXmsWfWC6zWn0HWrMkYfe2YNUnsa1PyVcQ9zJwexxXvlWNzS/XhOlUYb56znEyxCp8oYNPm4BHUPLJd4LqIGlQrfw9+H+Uz/s5539hotni486Q87ny3JDAOGzWRvHVhLgUHd+wO0l4O+z6VAtaDzLxZmj/Jjk3Ljh/LulMdRtRLqZCxsbKDT3b0CqOdOT7xsEGcTKGUvGl3v9N7sOh8hKLDqO16bVC9Dra/0Xts/CWHrXm3yEL4u/9s3vjaAkjfjUvGns9NMgOD9dTr87OhoiNIPfuS6akcnxs94Hz4ICqFjLMmJDE2KYzGbskSJivaMGib/w8/dr2jnU15LDESpB4pgiCt+s24WYqwBDnsfg+y5ktm1T43JE8BoKLNxivrKvnt1FReW1cZdJp9jWYWFsSwq657yEHqqHgjMUZ1kNLtlTPTeaZnMANJsCklQk+0UcMP5W0khmkDAynAlbPSUchlxJk0xBg1rCltIy1KT3a0gfkFsbg8PvY3mmm3OEkI0yF2Omi1uFhSFMeGyvZAZq5WKacwwUR8iILf5XnQ+JtY2Z2IXq0CcwOF2nYK0nSY5KEUhHrIXHsbZM7HH52PsOHZoL9LuedthKzz+Os+I9tru7hxfixvb64Nes0jyw9w1oREajudLB4dR06sgbVl7WyqlAzEC+JNgQf1LSfk/L8EMUaQ2NPQTdIxvhudHqWnrtNBp81N2EjqzlHF7fXxj1Xl/QzsE8O00g7MEIgMUXPmuATkMjnyHk0Al9c35GcqQBgWTGvuCTomby/B1L0PGNrihCBT8PbmWu6bGUKmqh2rEMI/93mxD8PCqJZYXt5RwkOzDSTLO+iWGXl6p5dST9LQg1RXd/AEEqRUy/GXDLkfxwp1nXZqOxyYtEoyovSoh+FpuK2mM2hc9YuSMm98qJrr52Vx24e9qblRBjXjYuT8e54Hf2QOVrmJqjY7c3Kj+ba4hfMmp7BsdyOvrKsiRK3gilnpQZPypm4n187J5Ou9zQFF31CtkpMK4/ihop2p6RG8ur4KgFfWVfLSmamkrbwqqL/ytv3oO/biV07mwi98QChg4b2LkvjG5uarAzZOy9UzP8aMAKxo0fH6Ljs761RUttm4fEY6Do+PcyZoybavgONuAGTsJIdmSye5sSFsq+kMBKgg2ep8dcBGwZSrYf1TvZ0JS4MtrwS/oZtehCXPQlTOkD+DXxNxJjWXTk+hKDkcm8uLXq1gd20nMSGDz2MECApQAT7YVsfS8YmDtxP9UPsDzPwjHPRi3fk28jHnDdrOL8iRVa7u184/+uxB0333O8N5Y2dwjf+rOywsmpA1aKZJeautn73Tq+urOGN8IgWH8TfWKOUUJpooTDz62jC/hOv92hkJUo8UnxumXAWrHgKPXaodOu4GaQV7y8uw6LHAS+1uH6IIerWi38oqgE8UBzz+Y6RFGfj3ZZNZU9pGXaeD2TlRZEXrSQzT8kN5O7lxRqZnRBLd48nqdPu4YX42B5qtdDvcJIRq2VTZwaaqDu5eXEBTt52nvi3n2jmZWF1ebC4vb26s5tW1lVw0LY2/ryzF6fGjksv4w7ws7l9SwK56M2qFjMnp4bR3W5hh+5qEFfeA38tpeechTLgE0/orApYHM8ZfwSfN5xIz+hoiNz5E24xxxB0qzAA0tbUzJimbJUXxaAZYPTQ7PczIiuJPH+zitZ4Been4RE4aFUtalIEdNZ2cWpRAXlwIoxOOnufsscz+BvMxL6GukMnIjTWysbKdE0aNWNEcTTw+cUAhi+F44bk8fjKjjdz8/s6A4MzJo+OYnz8M03avu1dxvA8yt3WAFw+Mw+3j2Rlexqy9VKqtE2QUjb+RA0LSkM/h9nh4ZaadvDVXSyl4MgVFU+6izh875HPgtgXXEx7EZe5/7Bhma3UHl/1rC512DzIBbpiXzcXT0zBohjY1MvcZty+fkc6Wqg6qO+xMTotgV10nfzohh7IWKykRembG+Sj6bB4HJt/PNSsbKGmtAJAyqSYm8dL3Fdy4IJtOuxuVXMas7EiKkkJZVdIqle9E6ojUq7hvSQF7G7pRyARm50Rz/Ts7aLW4EARp98yoUbKqtJWObouUxnkICq+NiDAVD5+Wx966TibHySjQdTPWsIy1uvlM2fsgmu/XAzApfjLrR93PqIhQYkPjaHWp2FXTyiT7RmQr7pQyxlR6Zi0sIEynI1SnpM3aX6ynptMB4SLMvg3aD4ApSapJPBSXGVQ6cHSBNnRIn8GvCZvTS0Z0CDe/J9UyqxUyHjh1FBaHE/jx+cyh5V8gSXy4D5eN4nXAuN/CmoelelSFBmb9CdFtH7T+3eMTUQzQzuMdPKgwuwbup9k5uCihfYC0ZVEkyBd7hF8nI3vQR4o2TDJJ9/RIS/vc0s+IIMgRTYmBSVasUUNKuI4fytuZnx9sk6CSy1DIZP0MnA9HZnQIlxyXxt0n5zMzO4q4UB0njIrjvlNGce6kZJIj+ux8CQI3vbsTg1rOxooOHltRypoDbTg9fh74Yh9ePySHa8mJNZAVY2B/YzcPLSvm1LEJPP3tgcCqqNvn54lvSmmxulhT2hpQEI52VZKw/s5AKo/OGEHI2vuDPPlUW18gW6xkmyWUilHX868yHd6I3OA/yhDDHkckr62vJlSnpMXqRn1IoHpCQSzf7m+msU8a33tb63B4fWyt7uTV9VVsqe7gr18Vc9cn+4ImESMcGSXNFpLDj+2dVIDsGAMbK4duizLC0NCrFfxmaioJoVp+Oy2VsycmYdIqmZ0TPeRzeHxeXllXGQhQAT7b1UhZy9BrML3aKGyFFwYflMlxhw99VydTa2bUtrukABVA9BOz5VGKlENX5k3RusjbcHNvQOn3Er/+HkZpB7eFCCIkVhKm6Ys+CkKHHiz/2um0ubntw17hPb8Ij60oZX/jjwfyrRZnYFw3Ozxkx4YgCBCmU+IXpZTb+fkxvPh9BRsrO/nbVyVsrOzgi10NxFd9gF8XyX+aUihplc6RGW0gI0rP1PRwbpiXTZRBzRlFcSwdn0icScuMrCjuWpxPeqSO3XXdrCxu5c6P97Byfws2l4+nVh4IlPOIIry3pY4JPXZyz2yx0p1/QfAfIJPji8ylIN7IojFJXDEnj2m5CWg6S1A07WKyewOa+vWBl2saNjLV+T3nx1QzI8pBu83FGcl2NF/f3FvS5LYR8c0fuG68mu01XUzP6F9buCS/RwjMZQW1Cba8KtW5Kg+RE8uYI1nhNO4c8uf4a8IvCNz32b5A0Ony+qV6StngiyZGrZL4Q7LGksN1hGgHX6Tza8J7A02Q1J7XPIJPGz5oO7VSNmA7tXJwabdck5cEU/DiRHK4hlzT4PO01Ag9CaGH/n1aUn6h8xKbW1L0tbuHoSMwwoCMBKlHiscu1U70xe8DcyOc9gI+h5kLX9rIst2NXPvWNi6cmoJJqyAnJoSl4xMxaZWMSjBy75J8xqeEMirhp0sNOChD7vb5qWizBYno2t0+ksN1nDUhibs/2ccVr29lZ103x2VGIpfJsB2yUuXxicgEgRCNgmvnZOL2+khSdEkjpExO6dyXWGs6GVnfOpMeov2t7O1S0CSG8dI2M9+P+RvWzJNBY8KRMpeaE//FYxuloL/T5ubNDdXcemIuhQkmTFolpxbFc+GUZN7d2t8v0Ozw0tjtQK2QU9fpQBQl25Qu+0iQ+v+h0+bG4fYN6I97rJEdE8KmkSD1J2FKsp7TiuL4eHs9a0pbuWVhNnlRQ7/n2q1etlV39Tsu2VENjRa7l92J52KdcA1ow/DFFNJx6n/4wT50b1GVowV5W38LDZ25coBXD4zG3ihZQRx6DtswfFK7GyQPwpwTJTGUtFlw8lPQPeL3e5AOu5vS5v675I3d/Xf1LQ4P726uZfHTazn3hQ0s293IBS9t5IHP9/HgaYXMyIoMeJb2TXUFqOt0UNJspV2ViC16HGvqpTH14umpFCWF8u6WOv6+sgyP38/+hm6+3NvCqc+tZ9FTa/n3hmpaLU5arW5qO+0B7+AWi4tYk4Zd9YfMQQBBEDFqFESGaKnNuRjnJOl+9seOpnbRm1y10s3tH+1mVXEz9pLvCPnscmkiGJ2Ppvq7fufT1K5BVfYlplV3sqeukzihs789jaOTRakCiaFaKtts3LIwh1ijhsQwLY8tHc0kXZMU0Gx5WapBnf9nCEuHM1+DhHGgCYVRZ0D8OKhcMzxP4F8RzWZnv11Rh8dHi2XwrJKWbid/PrWAGZmRGDUKZudEcffiPJoHuJf7YjN39AaaB/HYsVu6Bm0nMzcO2E5mbhi4QQ+Jtr28ONPBgkwDRo2ChVkGXphmJd42uO1QjFHDi7+ZyIK8GKldQQz/vHBCIFvwl8Tehm6uemMrxz+6iqve3Ma+hv7f0RGGzkiQeqTIVdJual9kCojMhE9/D+oQThoTzx/e3sGO2m4e+GI/NrePML2KO0/K4+s/zOCfF4znpNFxTM+M+kkLqw8aOmdGGVArZGiVcjKiDGiUMvQqOZEGNY8uL6XD5qbF4uL+z/dzfG4UOpUMwyHqmCq5jPw4I/nxIfz1y2L++mUJ2ohkEAS68i/gxm2RfFcv4E7uLzYiC0tmVKiHOKEDQYCLl9m43HI5z+b/mz/KbuSNqlBijGqiDGrSTQIC8MaGamJNGk4pikcpF1ixvyXgk9oXk1ZJYpgWvbq3nqgoSfKPG+HIObiLKggjNj4ZUQbKW61BAmUjHB3WljTyzKoKTFppR+qOj/eyt3bonp6xIWompfV/LqQPw9s3TKvgic0Oftd4Eqvmfsp/cp9jxvsCCEN/hng1kYiH7mACfmPCkM/h10dLonx9EQREfdSQz0FINHx8FeiiYOGDkgr9exeB4ccVNI81wvUqcmP71zzHh/Y3C9pU1cEtH+yi2ezi5DHx3PjuDnbVd7Ov0cJ9n+0lP9bI8dnSzr9G2X8sTwzTEuGqQ9+8heOT5FwyLQWXx8f7W+uwurxUttm459O9jEsN56XvK+mwuWm1uLjj4z1sq+7irk/2sqGig1EJpsD4XdlqY2xSaP/+m7RcMSMdj19k8Rs1LNo3l22Ll/Fk4mPM/UigtMXBluouQswlZK34LXJ9BOz4N2x/HaFHR6MvQtxo6TVNu5kd66ZNHtlf2EgXTpMYxgMnJnF9RgtXN97Ok0sSeX1JKGdkQMjmv8Oe96TF/eY98OUfwWOVtDySp8PopZL69JpHpPOZjs0d/1ijpl/2mE4lJyZkgNToPkSbNNzx0R48fj+njk3A5vJy72f7iDYObnxlMIVJqbp9UekxGAffNPEb4wZs5w8ZvBTGrksk/7vLeCrkDVae4uUp/avkrrkKh/7wz8f8eCNPnTeW5TfM5KlzxpIX98sr52rscnDpa1tYc6ANl9fP6tJWLn9967BKV0YI5ogiI0EQpguCsEIQhFJBECoEQagUBKHiaHfuF42tDWbcJEn7Q09O/i2SrYrHga2jEa/PH6Sgu6myg/s+20e7zU2sSUtCmA6Tdmi7BW6vn82V7dz/+T4e/qqYHTVdiIf6iv4I+XEmnj9/HH6/yKNLx3DJ9FSyYgxcflw6j501hrc29RakqxUybpifTavFRUOXk3tPzkevkgYkjVLGzQuz+fPn+1hT2sYf5mYzLy+GD2r0WOc/Rm3YVPY02lFq9GzLvBa/KUU6qSDQPuYq9ojp5OptpO96gkfmmlArZPxQbeX5rXYWFcZyRmgpn6R+yHcTNzBVU8UZ4xIoTDAxISWMmg4b2bFGXl1XxczsKJLCtAdPzfmTk8mKNlCYYGJ6RgS3npDL3NxolhQl9DNWHmF4HGi2kBA2VIfHXzcqhYzkcB17RlZGjyo2m5Xvq53cdmIu45LDmJMbza0n5rJ5gJ3RH6PN5mZCSniQ1P+SMfFD9xUFNM4WbpiXRWW7k4ver+We5bUsnZBAnnHoE4wapxb3wofB0JOqLJPjP/4ODpAy9I7Y22HaNb2LoHIlHHdj/8ydwRBkklLqvo/gk99LAjUzbw5onIwAYToVD51eSJRBCgDkMoFbT8wdcPL71d7enW2/KAbtljo9fv76dQlFyaHMzIrkqz1NXDUrA6Vc6LmOkstnpGOPLMSeOpcpo7LIjTPy2c7gXW1RhMo2G+dNTubKmekIAhi1CrbWSGnebVY3oxKMXDU7nawYA+lRen43K4O4njRPmQDnTUpm2e5G2u1uNlRIu64VbQ5WNch5cm1r0Hwk3lsv3VdZC6BytZSOG5kFKdN6O5U8ReqYUgsKFeckd5Fv24x//v29NaVqI3Vznma/zYjJ3Uza8ouoDZvC/jYvz+wU+bjUSZMmM/gN9bqkdGF9BBSeCcXLJO9MQQYzb4G4McP5KH81+EUffzmtEG2PeJdOJefB0woRB6ov70ObxUWz2cWGig5e/6GazVWSoFebdfBnl2Bvl/xslT1psyo9zLwFwX6YjCGPHc9JTwa185z0JHgGv16xP4HO87/GkzQVQ9mnuJNn0XHuF5T4Bhd4OohGKSfWpB2WuNnPSU2HnaZDAtL6LsewMnpGCOZIt5leBm4AtgLH5raCQg0/PAsTLu2tF9j+JhSdD4BfqR1Q5tqkVaI5gi/Y1upOzntpQyBV96XvK3n3d1MoSuq/e3AoHXY393+xj5vmZ/POxhp+qJB2KL4C5uZGMzY5jJXFkmDIZTPSefOH6oBf4fJ9zTy6dAxmhwery8uehm7qOh386YQcnlx5AEePauWnEan8/fQsVPK9ODw+7tkosCjtWYoMnTgFLS8XKzg/ScXNmw1cXvA38mJ03LskkbpOJ0qZwBTfdsJXXNbb6e0vMGbSazy/w8EnOxr46+mF3P/5fgCe+66MJ88pYkt1JzJBYHVJKx9uq+e6uZkkRej5yxf7+fMpBfxnYzUnjx4Rufn/UNxkIc40EqQeJC1Sz87aLiamDl6zM8LQUSqUHJ8TxW0f7Qkc0yhlPHlW4ZDPEaJR8PnuRialhXPymDhkgsD68vZhCWvI1UbKaqxcNzcTmSCgUcrZWNGGZVBzhGD0GjXuyh2oC06XFjAFGWLNRkwpS4Z8DlGhgXVPw9gLegIBAfZ+hBg7ZuhBt0INPzxzyPj0hlTzN0KAsclhfHLNdOo6HRi1CtIj9agU/cfn5D7q5gpZ/0/BoFawurSVO0/KY21ZOwJw35ICGrqdJIVpidSr2ekahyZjEle9sZXFo+OJNqqxtAYvonr9Iv9cU0FOTAjnTEziw231hOmkusI5udF8sqOB7w+0BV4/Lzeay2ekEaJRUtfpYGVxMw63D+0AntYqebDtXFh0Aqz4GxScJt2rLotkC6OLgNm3SsFpy37Y8Jyk4jr1WjSfXI7G64KwVJh2LZ6YMdQp02mUx/DhN2U83GLjrcXvcNc6L5vqqgD4cEcTZxcu4t7kPWhrVvd2KCROSvUFuGwldFaC2ggRmaD85aVx/hwY1EpWl9Rx8fRUZDIBv19kTWkLl81IG7TdQH7QggB61WGE4+Rq2PySJAIqCOD3w8bn4dR/DNrMrIjigX16Jk94ixhZN01+E9v2qbl9mn4QeSdIVDvQrvgLmorl0oG9b+PMWkzC3EeAw89lf+n86Oeg/mUG1f8LHGmQ2i2K4pdHtSf/a8QWQuFSqcj/IHlLpHqL2EL86jBqO+yMSw4NMma+a3F+UDpRXaed0mYLAgLZMSED7lr5/CIvr60MqiV1+/x8satxSEHq/gYzDV1OzE5vIEA9yMriFpZOSESnkmN3+8iM1nPBlGR8okiEQYXd5aO42UJBnAGLy8uU9AiyY0LQqxScNjaBnNgQFDIBk05JaZeP2xfl0NXWyJ8mqbjs8w78ohxwkx2tIipExdyCRK755gAvXBhPm9WMIMCYKAhd+0hwp53d5PtLUCtScXn9vLWphpNHxxEfpiUzSs/jK0rZUdstrR5PTmF2ThR6tQKtUk5ebAivr6/mr2cUEHUY6fYRBqekydJP7OtYJiPKwNbqTi6b8d/uya8HUabgy4O7TwoBmSDQanGxv8nGwiHGqU6vn7MnJnH7h7vx9thzJIVrCR+GXVC7W8b22m7OGJdATYcdATlz82LY1+ygaPA5YgCdr4uQdX/tFdQD5IBu1IWQ2j8NeCCalOnETLgMxXe9HtxixlxadVkM+ZsYngnjLoLVf+09NvZCiDyM/+ExSHyoNmhMrmm3caDFilwmkBMTQlyolvn5MbyyrpJOu4fyVhuT08KDRNTuXpxLiEbFjtouHB4vBrWCJrMThUxgR20X0SEa5ILIngYzlx6XjlGjYFZ2FH98fyc9tyuZ0XrSI3VcPzcLt9ePXi0nMUzLqHgTiaFaRieaAh6rB/mmuIUTCmP5cncjtZ0OfjMlhagQFe1WD9MzIrC5vXQ5PGRF6XnszFFc+86uQFuVqx266/BXbcA741ZU39wh1YMa42BV730jjr8EoX4bmBLA76N+8p2UqkYhipDVbeXP+81EGH00dDnosLkp86ezqS64xvDdPd1cNP8s8g4GqWmzIGYU1PwA1lYp6E2YAIpjW/ugyeympsNOdmwILq8frUpOSbOVZrOb/EFK4+WCwLkTk3irj2XfBVNSkMsHX9Zq06UTmTkf2fe9bhT+SVfQpk1jMNm6ck8E7++u431ACiNsgI1zJqVQNEg7tbkS0Wlmx+xXafToiFfayC5+HrWlEmIHr/13uL2UNFkD/qPZsQa0yl9WOVd6lJ5Lj0vj5bW9GgSXHZdGxjDKTkYI5kg/4e8EQXgE+BAIVE+LorjtqPTqfwFtKIw+BxLGQ3e9pKYoyMDaDKIPvQKmZURw8bQU6rudtFvdZEYZKEzsXWcqbbZw8aubqO+S0gMSw7S8dvFEMqOD62REUcQxgAR3q8VFeYuVjGjDoF092PbHRIQOtFj53awMsmMN/GNVBTtquyhKCmV0oonXf6hGo5Rxy8JcHv6qJLASu7AghsRQLfd8uheAUJ2S6+ZkkR0TQmqiSMzyK/nwhGvZK8umy6uk3erigtd2khim5c1LJrG+op2nv5V8XS8ZZ+R4n6tfv4wKHwdLIQ1qBaOTTNzx8R4W5McExAWunJnB8n1NlLdKKp4RehU3zM/iH6srGECVfYRhUt5q5eKwIc7QjwHSIw18unNwcYgRhocfOHFULI/01MUDZEUbuHZO5uAN++Dz+0kK1XDzwhxsLi8KmYBWKSdcP3QLGsEvcuKoOC5+bUvg+XJcZiR/mDf0fuD3gX+A56x/6GUHdpeDJzuncMXpb6IxV+HVRvGDMxl/t2boQaogSDtSc+4Cj0NK19RH9Re8GSGI/Y1mLnx5Y8BGJTvGwD8vGE9unJH3fzeNPQ3d+PwiSWE6ttZ0YnF6iQ5RYXX7+dOH2wILyedMTKK81crmqk5yYkL486kFGJRyooxanlhRSovFRVqknjtPykMQBFRyGe02N9e/vQO/KI1jj5w5mqRwHVf9eysXTEn5USVTmSBw0bRUWiwuylps3PnJXmSCtCD+2PLSgPjhtNQQ3j0/g/IOF7H+ZnSudlAZWJt/Fy/v8XHN8f8m1lOLPiYDQ+5pWNsb6FbH4w5JIMrTSGjdSipmPMHFm+Kp7ZTG63hTGI+cmcHbm+sDtZQeof93ThTBF5kv3Y+RWRA3Gja/2OubKsjgjJdh1OlH8+P8n0Mph4lp4Ty2vDRw7KpZGQzgxheESiEwNjmUhDAdDo8PrVJOrEnNAOXRQbS4NeyOv5JI4yzCvc10KGJoN+YR69EMGqT6fQM/z/y+wYUqfYKK/yTezf1fdSElYWq4b9Z9LBngnumL2+vjP5tqAtl0APctyee8ySk/qZ7LcNGpFFxzfCazsqOo73JIi0wJJjS/sGD6f4kj/XQnAxOAB4HHev49erhGgiCcIAhCiSAIZYIg3DrA75MFQfhOEITtgiDsEgRh0RH27+dBJoPK70FlkCYBmhDJn27902gEF6ePS6QgIZQF+bGcOymZtEg9Ve12WnuU2j7f2RAIUEFSAfxyd39VR4VcxsXTggMFQYD8eBP/2XR4a4MIgxqjRkFDt4PsmOCAdnSiiQPNVt74oYrGTic7arsAOD43mtd/kGpVTyqM4/UfqnD7/MzIiuS6uZmkRUq+rAfpsnv4oaKdz3Y14NFFUzblr8R5amju6OKRr0t4ZV0VfhFqOhy0WF08811ZoO1HxQ7qCq4M7rRcRXfEWDw+adS/YEoyDy0rRhTh+wNtnFAQS4hagU8UAwEqQLtNqsW5eFoqD31ZQl3nSC3AkdJld+P2+gPpZiNAnElDu9U1LF/jEQZHKRPYWNkZCFBBWjjr+/Ph0KtkPP1dOW1WJ9kxBlIj9Xyzv4my1qFb0KBU8+jykiB1zbVlbdR0DK6Q2RebKhLbmEuCD2pCcYYN3cZGpVJR3K2i8D8ycpalk/deCLeushMWMoy0+6ZdsOxmSSNBQLIDW3EXNO0e+jmOMfx+kX9vqA7y+SxttrKmJ702I9rAKUUJnDAqlie+KeWvXxbz3KoyGrqcPL68NCjT6e3NtczIkoSuSpot7G8wE65Tsb/BTEuPZUxlm40/f74fl8dPm9XF4ytKA7uq7TY3n+9q5NMd9VhdPv6xuoLVpW0UxBsxqBWcPzmZa+ZkcvXsDBLCNBi1Kuo6naw50MLvj8/kz0sK2N9oDlLnX19locPu4dxVczh+9VIUrg7aR1/BHes8rK5ysPRLgZkrkxn3bw/vdI9iTchJHP+RwMLXG5j0DnRnncaX5rRAgArQ0O1iVWk7c/NiKG+1oVHKyIzUkRYRHFDPTDOQsudp+O4BKf3c2toboIK0ePL5DdBZzbGMVqng1XVVQcdeWluBZoD07b44vSKPriglXK8kO8ZAqE7BI1+V4PIOXoRu88u54sMqTvlKzcyVyZzylZorP6jE5hs8NEgP8TMqNvgzHpugIy1k8EWwRnUaD64Nrq1/YG03jarBa/Yr2mw8uCx4d/6BL/ZT2TaM5/vPRJhexczsKM6dlMyMrCjCdMd2dsD/lyMK70VRPH64bQRBkAPPAvOBOmCzIAifiqK4r8/L7gTeFUXxeUEQ8oFlQOqR9PFnwWmBvMWw4m5pUqCPhGnXw/Q/EBhtethc2cFN7+2gpkNaXXl06RiKmyz9Ttk3NbgvUzMiuP+UAj7Z0YBSIWNObjTvbq7FoFbg8fkHXU2q67Rz7dwsttV0cs7EJKrb7Wyp7mRqegSxJg3lLVbuPrmATVW96UuePrUrcaFaqrbVc+2cTLbXdPHUyjJ0KjlXzcpganpEIIW4vtPO4sIMrnhjGwdarESH5HHdnHhijcHF5K0WV9CA3mn38GRDHrctfIbQ3a/h1MZQmv4b1rVGMSVVxrm5MoxKf0AEye72saW6kztOymP9IenLABWtNjKjDeys7cLiHAkmjpSyFiuJYSPKvn2RyQRSI/TsazAzdQA/wBGGj9PjY19jf1Gg4UxAOh0+LpySwjtbannp+yq0SjlXzkzHOECN0I9h93ipGCCoHU6w3Gb3sT/6XCbOTiG05F3sEQV05v+G9W1GlqYP7RzddhdXTDAyIdLHp+UeJsTIWFIYic02jAmZvUuqK9z8olRnaEyQBFKcXUM/xzGGy+dne88ibV8OvTfNDg+lzdLYLYqgVMiwDiDQ17f+s7TZQk2HbUDRtYZuB54B0n72NZpJ6rN7+snOev64IJtYk5ZHvi6hsdtJepSe5HAdNpeXOJOGUQmhvLCmHL8Ii0bFct6k5KCF7AaLD+QK8Hphwz+wnPoxtWt7F8YPjsttNheqnu07hUzgX4t0dHjUbO/o38/d9d1kRhk4oSCay4s0jCp+khfmzuWdciM/NMIJGVqWxLQQ8vmHPW9go+QrfyjOruGJg/0KaTY78R0yd/T4RFoOow7r8Hi59+QCHly2n7pOB0nhWu47pQD7YYQjO6y91zv42Xt8Ip3W/pltfYlw1/HU6CreT8pkdT3MSRQ5zVhKmEsF/HjmldkrH/Dvs/gGf0532twDthvOs3mE/02OVN3XJAjC44IgbOn595ggCIcz+pwElImiWCGKoht4GzjlkNeIEKi7NgG/7Lw6XURvgAqS4u8394DbgkcfjdsnrWLWddq54o0tgRX5uk4HV7y+hbMn9pdZX1QYiyiKOD29K6DOnvQNk06JSiHD5xd5aNl+DrRYOXVs/GHTHeJMWj7b2UCYTsnGyg42VXVwXGYkV85K54IpyZxYGEO3w01Mn/pNgV4p/R01XZw5PoHqdjtry6RVZbvbx2MrSpmeGRloc+GUFB5ZXsKBFsl7rsXi4v4v9nHWxGDlttQIHTpVcCH5mjofz3WM5wrFn7nQfBWnfuZDr1Zy56I8qt0hfFtmJrnPgP39gTb+9mUxs7L62zIcnxvFl7sbmZEVSfyI6M8RU9ZiJT50pKb3UJIjdOwdUfg9ahg0Subl9U9kHZ0YOuRzJJi0rC5tZVWJJADn8Pj4+8oDMIwFlki9nFnZ/Z8nycMwjA/Xq3h+u52rD4xj7Yw3+Vf4HzjujXaiTUP/HqUZvIz77jdcuf9CPgh/nntabmD8+9MoMnQO+RyEREt6Ce3l0s/mevj2AdAPlsR3bKNVyjl1bDxT0sOZnBaOvEcgaVZ28HvW7fAwNzcGnUrOzKxIFIJ0j8gEmJgaxrSMCPQqRZDA0ujEUD7Z0cCktP6Ca+F6JWMGsJJZkB9DUZIp4FEtimBz+7njoz00dktBS0WrjSe+KcWoUWB3e3lncy0en4jPL/LZrkb0agUmbW8mTG640Cuk5TITtfVxpqX317WID9Vi6smgOX9MKGM7v0Lbvp9RA3wn5+XFsKmynT/mtjH+i8UAZK25lpuVH/JB4ntcW3IhKdadkmdvbCFE5QAySbW6LxFZkpjSMUxCmLafbV6YThmwEfwxwnQqbv1gF3Wd0hyztsPBbR/uJsIwuHVNcqgKo7b/9ZJDD5M9ZUoifdO9/LHrL7yVv5GbOu4nfdtfIHRw6yCTVjng9Uyawa+XEKodsN3h3pf/Jh22wQP9EYbGkab7vgJYgLN6/pmBVw/TJgGo7fNzXc+xvtwLXCAIQh3SLuq1R9i/nwdrY2+AehDRj1UTx6XfwEWvbGLl/mZazE46D6kHNTu9yGUCv52aglwmoJAJXD4jjeyYEO77dB9n/mM9z68q46vdjSz9xw/c/cke0iMMFCaa2N4jSX/upGTm5cUO2kVRFEGUvNP2NVjIiQ1hWnoEE1PD2VPfzVsba3ls+QHWlbWTGa3n2jmZhOoURBpU/PmUUcQY1awrb2NhfmwgQO1Lp92NXi1nfn4MkQZ14CF5EJfXT5hOhUyQVmR/OzWFMJ2SuxfnE9tjxJwSoePPSwqoabfxTWkXe5usXD83E51azt+/LWNFSSdxJg33LckPFKBHGdQ8dvYYnB4v501KRiWXIRNgYUEsGoWc4zKj+MO8LEwjqRZHzIEWKzG/QLPs/zZJYTr2NZj/29341WB1ekgI1bKoMBZBkGywrpiZjs839PrJ+m4HK4tb+h0vbhr652R1wZWz0pmYKk3aDWoFdyzKIz1y6N+BFpufOxblMTU9kr+trKakxcbrF09CLRv6UBtiq0HeVgzWFjRlXyBrLwG/F0N36eEbH8RjB0tT/2Mu69DPcYzhcHtJiZDGF5kgcOsJudx1Ui6TDlHyrmi1MTUzgmvnZGJxetnfZOGvp4/i3iUFqBQyPD4/952Sz/5GM2qFjKtnZxBpUDEvL5bxKWGcNjYemQBKucCFU1OoaLVjc3m5fEYaKrkMQYCTx8QRa9Lw5Z4mlk5I5KJpqZi0CrKi9QFF/YM0m10YNAo29smEOsiWqg4Ke7xVb1+YSWHVqzD37oAPr9bawPVzMxmTKO0xGLUK7luSj04lR6WQ8fz548hMiOLc6sX8vT6T6SkhLB2fgEImIJcJnDMxCYNawdaaLiIqP4e4MVQYJ/Bo8nOcUXM6z7KUijE3QdMeqSwqMkeqkW47AHPuluqkAaJyYfp1sPI+qD92pE0Oxe3x8tjSMcT3LGolhml59MwxONyD74g2dUvCmH3ptHsCixk/Rp5zJ0+cnht0vcdPyyHbsXPwjoanUb50JY+F38W5+ybzeOR9VJy5AkKTB21mc3l59MwxgeAyMUzLw2eOxnqYvy85Qs8LF04IavePC8YHZRr8Utha3cF9n+7lwpc38efP9rKtehiLiyP040ireTNEUTyjz8/3CYKw4yj051zgNVEUHxMEYSrwhiAIo0QxWO1BEIQrgCsAkpMH/1L8ZDjNkq+YPlLaQe3DHpuJNWXSgLG+vIPnzx+HWiELqnWSywTC9SruOCmP305LBaQgbuk/f6DZLK3A7Kk3syA/Bq1Kzpsba1i2p4lPrp7G2ROSEEVIDNeiHkAuvy97G8xc+ebWwLV31HbxxwXZvLulmtw4E0+tlGpDd9Z1s6qklRcuHEd2TAj3froXt9fPKUXxmHQq3F4/WdGGIEVDkALMS6ensaGyg601nehV8qA6mINcfXwmogjfFbeQEKYjIVTDDfOz8PlFttd0cd3bO5iYGs7NC7JJCdehUsq5/u3tAT+6HbVdXD4jjRlZUZxYGIdaLmNcUijvtdjYXNXBZTPSkMsk24naTjtjEk2sLW1jbFIYsgEsA35KfhH351GgrMXK+JT/fVn4o01yuI51AyzY/K/wS7s/NUo5Hp+fVouLa47PxOcXWb63maL5WUM+R7hWTmaUnlZL8Or1cFbaY0NVfLK6gStmpnPdXDlKucCn2xsoiDeSOUTFojiTmme/qwikWO6u7+a7klZe/M34IffDrzEh04ZJ40sfBN0wbI9UBsm729tnkioIkm7CL5z/1v25qaqTK17fGvj5h4p23rh0EpEhwbtRMUY13+xv4blV5YFjE1PD+cuy/YGUyc1VnTx0eiHZ0SF8ubcRo1ZJQbyRJ1aUolLIA+NhTbsNQRCwuX1srGznqXOLcHp8fLGrkdt7LJn21JtZXBjLm5dNZktVJ4JAULmMWiHjQItVuhbBCxPZMQZy4kIoiDfy9tYGJp56EwkaDx9mjyJB7YDwDG57fTvTMyOZmR2F3e2jy+FFEASW720mPcrAkyslReGddbDigJV3zorjvJwEFPowwtyNzHmzHpVChtmUgy8kgT9sNLGrUVoc2tsA38en8+q0UMK++5M0VzrwNSx5VqpPHfdbiEiHilXwxU1SGvDej+CybyA672h9tEedn+oe1amVvP5DOU+cLd0HaoWMf62v4qrjMwZtF6aXNgL6ZsQq5cJh1c09qlDmfraAjHlP0KJMItpVTeryBbjOfJPB9mAbW9q4/rNa9jRJmh97G2BtnYfnzw0nJuLHn1M6lZwHl+1nZnYkEQY1rRYX/1xdzv2njBq0nwBT0iP46PfT6LC6iTCoiQoZfJf4v0F5q4W7Pt7DvkapHGBvg5lNlR08dd5Y0iMHFzgdYWCONEh1CIJwnCiKawEEQZgOHE5doh7omwuQ2HOsL5cCJwCIoviDIAgaIBIIWiIXRfEF4AWACRMm/HfsyTvKpdTehQ/B3g+h8Cww1yOqjcRqopDJ2vH3xKT/2VTDX04dxc3v76Ig3shJhXEY1HLarC4+2m5Gq1JQmGCiss0aCFAPsmJ/M9fOyWRTZQcdNjfFTRbmF0i7p03dTnbXt9FudZEepZdWTA8psN9d3x0UHAO8vqGaPy8poLHbyeycKHbUdnHx9DT8fpHKdjsRehUOjw+728ebG6XJllIu8OQ5Reyp7w4EoRNSQiltsgReU9th56rZGTy2oldE4pLpaVidXv6xqpxLj0tj6YREZAJSvYuTHkl/Ky6vn7Vlbawta+P6uVmE6pRBhukAH26r58TCOJ7pUQWekxNNZrSBJUXxeH0iggCtZidnjktg2Z4mNld1cOaERBLCft7Vtl/E/XkUqGi1cvLowWXhj0WSwnVUtNnw+vwDeiH/0vml3Z/dDg9bq9q5dnoMDd0ulDKB2+cmsK3RzKIh3n9mt5+rZ2cyK8ccpO6bOICl149R3eZEIUh2DqVNFgxqBScXxVPabGVan7KGwWgyu3lva23QsW6Hh7JWK5PShljDLPrxn/4iMkcHmJtAF4ZfE4agGEZWg+iTvC2/vb/32JTf99NK+CXyc92fDV0Odtd10WX3kBlj4Lv9zf1e8/7WuoAA0kFCdSo+3dnAeZOSGZVg7LGLUZAXa2RfY+/O/Qdb69AoZczOiSbeqEYul7GoMI6oEDUCAi0WF1aXj+mZ4UQaNJxUGE9lm52c2BAmpoZTkGBCFOGl7yv4Yk8TC0fF8dH2ei6YnMIbG3oFhm5akM2bG2q45YQcUiJ0VLdLgUNUiJqUCD1//qxXEXVzg5vsySlYFG6uXVnO9XM9JIfrGJNowuP3szTVQZx9J3K8nDAxn7M/kaZoRUmhzM+PweHxsatbwVT/NhJ2v4vfaeH4rLvpsjrRJI6mssPBrsbg2ukdDQ4q5KmMP7iY77KAxwZTfw+OLrA0S0JKB+tU3VZo3vuLDlJ/qnu02ewiO9ZITYeddpubKIOatChDv8W3QxEQ+evphTRbXDg9frRKOXEmNaIweNdKvNEkLHmNcGc7kZaNiCHxdCx+jXp3FIO5f1W1dhMbZmDh6EScHj8apYxt1V1Ut3QNGqTWdzmJMKhJCJVUiJPCdLRaXNR3OciLP1zFIESHaIgepq1gp83N7vpuSW03VEthoonQnyjDrrzFFghQD7KnwUx5i3UkSD1CjjRIvQr4V08dqgB0ABcdps1mIEsQhDSk4PQc4LxDXlMDzAVeEwQhD9AArUfYx58WmUKq9zHEQt4p8MElIIoIQErMKN4//VFOf1/adVTIZKwva+OFC8fTbHZy96d7ueukfK56c1sggIwxqnnirKJ+l5ELQtC8Qt4zKW6zuPjj+zuDjL0fOXM0SycE1wQoB/DJUilkfL2vmQ+31XPepCQW5OfwwBf7A8b3oTolvz8+k0e+Lun9cwWBshYrlxyXhtAzkcuOCeGqf/em5jR2O9nbYOa588axtyfVaX1ZOy6vnwdPK+Tpbw9Q25MOrJAJ3L4ojydWlPK72Rk0djsDqSmSbcTA/e4r6GR2ebj2re0B0QqjVsGDpxXy7uZaPD6/lAL8M++i/lpwe/00m13EGH95q5X/bTRKOeF6FVXtdjIPY/80wuGRCwLnjI3kkv/sDzwPo0LU/GPp0HdSFYIkXvPo1yUBn9SUcC0PnDpEo1VArRJIiw7h0te3BBbZcmIM/OW0oZ9DKZee9x5fcDaJchjpvqJSj1C5Wkp97EHInIdr1p0MeXomKKRAdc6d4HGCUgMuO8hHTOUBmrodXPvWNrZWdwWO3bekAJNWGaTcfah2Qrfdw7fFLSwujGNjZUeQKNHNC3Jo7HYESntUChnz8mNZvrcRmSDwwpqKwGtnZ0ehUsiIClEzNimU697eSX2XNDYq5dLY+NRXxRi10lj82IpSDGoFu+q6Ucll3Dg/G5dXCg7UChk1HXb2N5q5fm4mTo8fQYA2izuwC3oQjUKOXq3gqtkZHJ8XTXWbjUWFcTz8dQn/XKgl98vLA5lhBqWOv899kyu+VTMzOzJoPjAjM5EnwtMweko5eUwCs1yrCHn/DzQsXoY0HQxG0dn7t5MxBypWw663e49NuhxsLVJwCiA7Nu/TCL2Spm5n0Of2m6kph7XS0ioV7Kjt4j+behfILpqWSlb04P6coWoBzY6P0G/7Z+CYbeI1hBZdOUgr0Gk1GLXKIKucsyYkodUM/oQyahUYtUoeXd57L501ISmobvpo4nB7efa7Ml7q41t65ax0bpiXjUZ59O8xxY/40iqG8fwfIZgjVffdAYwRBMHY8/NhC39EUfQKgnAN8DWSv/kroijuFQThz8AWURQ/BW4CXhQE4QYkEaWLRFH8ZS79hmfAxCtBbYA1j8KES0EbBjI5QslX5FMBhJITY+CciUnsbujG5fHx+g/V3L4olzWlrUE7nM1mF8VNFsYlm9hW0yvKcv6kRGYYGsiZp+WjGi25sVK61v4mc1CACnD/F/uYlhFJQp/dg9GJof0G3qXjk3ixZ8DcVt2F3e0LBKgg2cl02z3cemIOdZ1O3ttSy4VTUvh0ZyNlPaJIZ45LIC/OyE0LstnbYOarPVKa0WljE7jlg1043D7OHJ/IhNQwlHIBm9sbCFABvH6RT3fW85fTRlHb6eDsCUn8feUB0iP1RBrUhGiUhOmUQbW8V83O4F/rKgPX/3xXI1aXl1nZUSzIjyFEo8DvF/nttFSu/vc2bl+US9yIcNIRUdNhIzJE9T+5U/hzkBSmpazFMhKkHgVUMj9vbmzgloU5hOpUKOQCe+q62VnXzfjsoZ1DKYd/ri4PBKgA1R0OylutzBhADGkgRL/Qz0qkpNlKeauNCalDS7XV96gKdzs9GNQKZILA1uoOkoexo+tz2VBtegGmXiMFlwgIez9EYa4Dxg7tJKIPtrwieXnLFVKguuc9yF4w5H78mtnbYA4KUAGe/a6MJWPieGODFHjKZQJnjAsW/SttsfDEilLuPrmAf/QJOgFeW1/J3YvzKW+zgSgyPiWMDpuH8yancNO7wTV+q0pbeWzpGCrbbTg9fiyu3nHO4xP5Ylcjx2VGsuZAG7Wddq6YkYbH5+OBUwtotbipaLXxyc56pqRHYFAr0KvkjE8Jw+r0EmNUASI+P6RH6VmQH4tfFHF6fSRH6Oh2eKhss6KWy4g0qGmxuFhYEMMY+4rg0iWPnbyat7h42q08+115UP+/L+ug+NTTiEp2osRHsd1I4sRbSav9mLnZS1hZKr23KrmMR0+IIl+5XVKbLvsG0mZJWWh92fIqzLhRClINsRA7eoif5K8Lh9uL0+3hrcsn025zE6FX8dr6CpwDlFD1xezwBAWoAP/6oYp5eYMLpYW6GtGXfQbH3ShZKvp96He+hS93CfDjacxen5TZ1pf3ttZy3tjBs0W8PpH1Ze1cPTsDmUzA7xd5f2sdpxYdPmNGFEWq2my0WF1Eh6hJjdAf1nmgvNUWFKACvLCmglPGJJAfb/yRVkdOZrSB4zIjg/RbZmVHkTUyTzhihhWkCoJwgSiKbwqCcOMhxwEQRfHxwdqLorgMSRCp77G7+/z/PmD6cPr0X0Olg6y5kgjApMvgh2egu04ypR5/EUq1mjvmxONRaPn9f7bh9YtEGlT85bRCVpe0BFZN+9JkdvDkOeP4triF3fXdzEozMKX+VaKWPw0yBSfOux+FbgzAgNYqZoc3SBUYIDsmhLfOSeHLCg8NFi9Z0SGsLG4O2LmEGVT9xI4AqtptrC61Y3F6eO68ccjlAlkxBjZWdDAjK5IPttVzxRtS/c7ktHAePG0UIRppFbDb4eGORXm8tr6Kuk4HRo2CC6f298Fq6naxpaqTr/Y08cBpo7h+bhYenx+724fT4+PekwvYWiP5J45JDMWoVXL7SfnUdthAhOX7WzhnYhIxRg2bqjr4ZIckBp0epeeViyYyagjpIyMMTHmr7RetnPffJi5US0mThRNGHdtqlEcDt8fN6ZMzeGJFaSBdcmFBDBNTh/7eWl0+msz9U+KG42fr8vposfQXGnF6Bhf1CL6el7HJodz8/i5aLS7kMoHr5mQGLQIeFq9TEpFZ/bBUlypXwbTrpMBzqPi9UpC7+mFwmaX61Jk3S36UIww4frZZXczMisLh8WNQKVg8Jo6xycE1+VanF5vbR/sAFh3tNjdV7Xae+baM2xfl8sDn+ylvs3HtnMx+JTcA1R02nvm2jDd1Sv4wN5vHlpcESmmaLU7GJ0sLI90OD2dPSOT51RV8vVdKSS6IN/LSbybQ1O2godPGpdMn8Mq6Kpbvk36fFxfClTPSmZsbwzPfleHzi0SHqJmcGsHN7+6gMDGUL3Y1UtJjpfObqSmYnHX9+qjqLidvtCEwX+hLlzKGze0enllVjM+vIsownhdOT+DPtV+zMKGITa0Kbp6oJOarSxE6q6Sa6PGXQExB/w/E7wVjIsy7D7IXQsTgNZi/VjRKmJ4dxSWvbcHh8aFXybn/1FFoZIN/b80DfD6iCBbnYZ5dfjdMukJ6TnjsoNJLVlXewdOLHa7+vxdFcLgGt4Sxe3z8dloKT60sw+HxoVPJuW5uFnb34M9pv1/k631N3PjOzkC7v59dxPz8mEED1YGsoURx4ONHg+RwPbeckMPsSqmMrigplMlp4ST+AgWe/lcY7jbJwdyBkAH+HVtLBZ3VcGAFNO+BvR9LASpIk4AtryCXqxivb+Xh5b2r+21WNw9/JaU5HJ/bf4VrRlYUSeE6fjstlUdPSubkjecTtf1p6Zd+L4rlt0GLZCubERWCWhH88c3NjSYuVIMoSr5a3Q7pgRGntHKmYReZ0QZeXVfJ5qpeQY42i5PTxx0qsiztwJa1WmnodvLPNRV02T1UtNqwuTw0dDtYW9aGXiXn1KIE0qP0ONxeVpc04/L6uHJGGiv3twSCX7PTi2EAv8L5+TGsLWvD4vJy9yd78fr9vLKuEp1Kjghc/84OvtjVyL4GMw9+uZ/3ttSybFcjSrmMTruHsyYkEhmiRiEXAgEqSOqL72+pRaMa2QU8UirbbCPKvoOQ0BOkjvD/x6AzsLqkhVari3MmJnFqUQLrytppsQ49wIw3qVk8pn9Qmx07dKGgCL2KkwqDzyETIHEYNe1GrYK/LNsfqCHz+UWe+OYA3mEkBIm6CFj/DB5TKs0T/og9dT6sewJBGzrkc6DQSBk+rp4kJ68TVv9NOj4CmdEhQRYxAPPzY3luVTkbKtpZWdKMQa0I2NAcJC1Sj1GjwOsX+5XSzMmNZl1ZG2MSTWyu6pR2VJHGo4JDdm0MagVen3RPdNk9vPR9BacU9Y7D8/JiWF8u7cbMzIpiR213IEAFaSd4VXEzZ9ne5oyCEPY2mqnvcnDhlBRm50RR0mRhS00XX+xuDPhLtlhcPP3tAeLDtJS3WgMBKsCbG6qxpi3s9z5VpZ3D8n3NzMwKziRQK2SEGkPosHsoTJAWg1utLm77qgmdpZKztp7Ho7rXid34kBSgghQdbHlZCkgPFQGLzIHck+C4P/yia1F/anzIuevjvZw1MZGHzyjk1LEJ3PXxHnyywdNhE0O1RB8iJJQYpg3KqhsIpSZEei54pDpm3DZY/TAK7eC7jOkm+pUCJYapSTMO/pwL1yl5cuWBgEK13e3jqZUHiNAP/lyqardxwzs7gtr94Z0dVB3GSzslQkesUcPktHAunJLCxNQwEkK1pET8dEHj6MRQLpuRzjPnjeOyGekUDsNKbYT+DGsWL4riwcT1b0RRvK/vP2Dl0e/eLxhrM2hN0n/rNvb7tb+zmhJ5/5qq8lYr4QY1bVYXv5maglGjINao4YmzxzC+76qttQla9/drfzAYzo4x8K9LJlEQb0StkHH6uATuOCmPbruHJ1ce4MQnv+fsf/7AqpIWdrjjcanCmGxo5cb5WUxICUOtkDEzK5KbFuSws7ab381KJ1SnJMqg5po5mWysbA8MbluqO6hsk4zITxodz4aKDkYnmvj98ZnsrOvim/0ttNk8jE4KxQ9MSY9kW02wMuXnuxr56+mFJIZpMagVnDMxCb8oBupQux0ejBolT549Fq/PT3dPmm+7zU1Fmw1RhO01XZh0SoxaFZPSw5mdE02bxUm7tf/q3ZoDbcPaRRkhmAPNlpEgdRASQrWUtozYeRwNOh1uFHIZpxYl8G1xCztqO7lqdsawjNrru1wIIgFLjMQwLbcszKGp+3B6fr202dxEGtScWpSAViknLVLPrSfmDasfHXYPpc3974vGrsGtIPrisnRSMfZW7gy5nwVbJ3GZ9Uq2z3sHh20YtkcuMzi7go/5PP2PHaPkxRl57eKJZEUb0ChlLB4dR0aUnu21XdR1OqjtcLCnoRuzI/izT43U89olk4jQK3j63LHkxEjtTx+bQH6ckS3VneTFGQM2cQBf7mnk5NHxzMuLRq2QUZQYyk0Lsvn3xt561oZuJ/GhGkLUCq6clY4oiogiXD07A7VCYHd9f1/mDZWdrI37Ddd/XE2oVklKhI5PdzZgcXq5a3E+e+q7yDlkkWZnXTdFSaFsr+kKOu4X4YuuVFrnPA6GGNCG0Tz5dr73F3J+TA03HZ/ColExqBUy8uNCeP78cfxnYw2f7KwnKkTNLQtzkAlQ3GKnM7RQCna0YVC3uf+b310P538AKceBQg3ZJ8LSVyWnhGOcNouLZ88fR1WbnQeW7aex28mT54ylZYCd+740dTt58LRCJqVKc7sp6eHct6SAxi77oO1s3e1SNmBf3Fbs5v51xX2Jt+7n5VkujkvVS3PJNAMvHOck1lo8aLsOm7ufIKbd7aPtMJ6iTWbngO2aDyMoFWfS8vR5Y9Gq5Hyysx6DWsGT5xSNzG3+hzhS4aSngXFDOPbrRR8t2dB4HBA/tp+3lyM8l46m/ulZaZF6GrscfLitnsQwLWeMT+SUMfEUHZJWhC4CwlLh4CrkQYxS7r4gCExJj+A/l0/B5vISaVChlMt4cuUB/v6NVHTfbnNz8WubefWiiZz8GZxV4GNympWLpyURqs+irMXKVf/ehihKq2KnFMUzNzeaG97ZSXufidmYxFD2NHRLuxsWF4tGxRKiUfLAF71B9POryrllYQ4lTd1sKm9nfn4M3+xvDjxY9jaY6XJ4eOTM0XTY3Dy+vITytt4HqFGjYHSiCZVcxnkvbefBAcRKRieasDo9eP1+0iMNhOpU5MYaB0xFmpoR8ZMV4x8LVLTZOKnw6Nds/FqID9VS22HH5xf77baMMDzCtCqiQ9Q83EeY5ZGvS3jqnKIhnyPWpKS200Fxk5mbF2TRanHz3Kpy7jtlgNTCHyFUo2BrdSdmp4fzJifTbnXz+IoSHjlzzND/Fp2SjCgD5a3BgWqMaeiTIndIIncWe1hfLQWl66s9XNik4IPfjiJnqCfRR4Pa2LuTCpLYX8hIejpI9abHZUXx/u+mUtFm5aFlxXy+qzHwe5kgKZFuqOhgQUGwF/m45DAauxzc/N4u5uVFc83xmSSEa7nwpU0AlDZbGJ0Yyrc9vr1+Ef76VTEPnV7IolGxpEXpOfMfG4g0qJAJku5CrFFDmF7FVbMz6LK58IuwoCCGj3fUc8n0NPLijEA9YTolKoWMZrOL8SlhvLq+hilp4XywrY715VJgsbW6k5ImC/cuyef5VcF1s3lxIehVcoqSTNR0BAcwmpBQag2ziMovwR2agegROLPlX4hmGdeURNPh8HLh1BQyovTc+uFuWnoChBX7mqnvdLB4dDz7GroINffMC1qLIWEcVK4JfvPDUqTj574Nrm7QRoBqpLQEICFMx9VvbqOhZ/H+2+IWylqsPHPe4LXooXolF7+2mStmpHPlrAy2VXVw3dvbefWiiYNf0BgrLRT0Te9V6qSFikFwa6MY9d3J/DNlDt0zJhLatAHdqrW4L/yMwXRzo0I0/ewYNUpZv13gQ4k+wnbNZic3vLMjkNX3XUkr5a1W3v/dNKJHAtX/CYa1kyoIwlRBEG4CogRBuLHPv3uRxJCOHcJTIXM+xBTCmHPB0Cd9d+q17PCmsrq0ld9MTeHgHNakVXLXSXkBj8X6LgdGjTSp6YchGu+SZ0ETKv0syPDOuQei84NeZtIqiQ/VolLIabW4eOOH6qDfiyJUtdm4enYGb+7qRhkSTqvVy+e7Gum0ezizRxii2eziX+urcdisnDK69wEVZVCzpCie73oGXJ9PZGJqeL8BDuDjHfWcOT6Z+QWxmLRKrpiRzsXTUwE4pSiebdWdrNjXTLfdzeIxCYF0KY1SxrVzs7jurR1Uttu4cX42MgGWju8VrYgxqqV0jbQItlZ38v2BNmo7bEzJiMDrEzlhVO9EIjFMy1WzMw7rITvCj1PVZhsRnRoEjVKOUaukYYDa8hGGR6vVyWe7Gvod3zIME/QWi4dzJyXypxNyKWuxIZcJPH/BOPSqoT8Duh0+bpyfTafdw8trK/l4Rz1LxycSZxq6wnVWjJG7FucSqpMWyAQBrpiZTlbk4CqbfWnDxPrq4FRyq8tLjW0YtgnhqXDaP0HZ8x2WK+HkpyBy6IrJxwImnYrVpW0sHhMfUPJVygWuPj6Tz3c28P7WOj7dWc8Dn+/j+wOtWF1eWi0uylttWF1ePt7RwLVv7+COD/dw98n5khVHTRfz82OC7I8WFsTyQ3k7t320B4fLxxNnjWF2TjRLihK4fVEuv5+TwYtrKsiIMvDmplpe/6Ga97fW8ccFOUxKCyNcr+Kh0wtZUpTA8TnR3LekgDPGJXD6+CRy4oyBAPUgVpcXnx+mZURwsGQvXK/irAlJtJhdLC6MJSNKuid1KjkPn1FIfaeDd/baWZNwKa66ndTIUnhadiEvma5nQloEFW1WXvq+ksZuZyBAPci+RjNZMQbuW5hM+IEPpIPV66VaamMfUZyJl0uL+iB59poSRwLUPjR0OgIB6kFqOuw0Hmac0ctlvHjhBExaJV/uaSLSqOGFCydgOMw2VKUvBvPCp6RAFUChwXzi01SLgwsubXUn4VnwV/TVK4n/4T50tatxn/A3troSB21XEG/i3iUFgVI1tULGn5cUUBA3uH5IWqSeR5aODmr32NIxpEYM/lytarf101yp6XBQPcD8dYRfJsPdSVUh1Z4qkOpQD2IGzjxanfqfIWs+dFSCpRFOf0ny/wqJo1qRwrZ9nWyq7MDm8nLd3Cy8fhG1XMa68jaum5uFxellTKKJouSwAaWw/X6R1+riUY95g3RFGxaZkS+q9dw+Wk7cj8yZNEo5USGqoF1QgDCdinMmJXNCfgwPfVXCqtJeV5/5+TFMz4xgXVk7ADq5j5pOBzfMyyLOpGF/k4VHvi7BL0qry+dNTubqf2/jrInBVjcAE1LC+GxnA+9u7RVgGJccyhNnj+GtTbVsquzgj/MzWdz9byqSljLugtG4XW4SZR3cu76BVquLcJ2K2z/cw+/nZFLdYeeh0wsJUSuIMCj5em8Lr62v6jlzDRNSQvnHhRNYOCqGxDANJxbEYnF5KWmyUN/loGBEOOmI6HZ4cHh8hOlGdqIHIzFUS1mrlaQRUYT/FzqVgpgQDfsP8Zcbjll7iFLBPquHm97rVVEN1Sl57ryhJ/foVHI2VLSzeHQcBrUChUxgV303ZsfQRTZ8Xi8TOj7nrSV5VHnCCFf5yal/F4/7fIKHzB9Ho5D32zUAMOiGufKfcyJcuRbM9dIiakSWpPQ7QhAhGiWf7qjn7sX51HU5kAsCn+1soKLNRlFSKI98XUJth4OX1lby+FljmJ8Xg0YZvL6/v8nCx9vqeOOSSTSbXfhFP386IZcDLRbkgsCmqg6+3ttOUqiWum4nf/pgV0BFWq+S8+jSMczJjebR5SVcPzcLtUJGu82NUaPEL0JyuI7fvLIpIMAVa1Lzh7nZ3Prhbq6alYFGKeuXDqlRyogJUXH93Cx8fhG728djy0u5clY6k8QdvJW1jaqiIojO5cqPigNK+u9sgceW3srdn+7D5uoGujH02NY88nUJ8gHsNBQygaQwHXd/fYCrxr5GnNBBVno60amj4NJvoKNCckKIyJL+O8KA6AfQ7hAE0A1wvC9KpYKXvy3juxJpbvf+Vkl87sb5g8ujO3xwW3E6t531NQp7K15dDPetc/Db4wbvp1uUc+HWDB455X2M7ha6VdHc+D38Yf7g+14qhYwzxiWSGxtCY7eTeJOGUfEmFIrB28llAicVxpMXa6TF4iLWqCEtUn9Yi0Gd8kfez5/AfmaEn4ZhjViiKK4GVguC8JooitWHbfBrRxAgIl3613YA2svA56K6o4Nuh5fUCB17G8zsbTAjCPCnE3J5a1MtKrnAE2ePxeLysqe+m26HB6VcRla0gbgeRdXaTjuPfF3SM1FRAy7AxekTLYHXWBweSlosdNrcpEToyYjUc+P8HH735taAt2pSmJYxSaFolHLqu51BASpIqTqv/mYs5xQaMagVGPUavilu45tiSQAiOyaEcL2KK2cmEhWiZtnuRsxOLyEaJRH63oBYKReYlR3NVf/eGnT+bTVdzMyOYlNlB1EGNZNj/Bjff5icqtWUZl9BsxiGOSqeCyZGsKQoCbVCxtkTk8iI1PPhtjpu+3A3ANfOyQwyMAfYUt3FnnrJ2qehy4lfBJvby7tbatlY2c7ktHBM2p/GtPnXTFWbpOx7OHn3Y51Yk4byFivH5wy+6jzC4MgFgRMLY1lf3o67xwc5XK8alvm5W/TyzzXBNhlddg+767uZljm0Wjef6OeltZX9dolOOCTdczA6myoJ3/MOzimPY3fK0PhluBRGVG17ISlzSOdIDtdx84Js/rKst75rdnYk2TFDF4ECpPEpMlP6N8KAiKLI2CSpjESnklPcaOab/VLWkF4lJzPawHt9Fl0f/qqEmVlRFCWGkhcXErSwcuq4RN7ZUsv0jAieW1XBjKxIVpe2Ut7aK+5y98n5vLS2MsjmyOb2saGyg111XSweE49Bo6DT5mZ1aSsHmq0sHh1Ldbs9SCH6ihnpPL9aut+/2N3IhVNSefH73tTeaRkRGDUKIkI0tFhcfLqznkmp4Vw7J5MwnRK1y4WuuxyFcRy7O+VBVm8Az62qZE5ONJ/1pEBbXV7arS6MWgW767q4ZFoqYQYVLq/kR66QwT9Wl1PeauPmb2FyWhxPT8mVBHm6a6UFfH2UlEo6wo8SopFzalE8H/cRgjxrfBIhh8kIqe92BALUg3y9t5lzJyWTE/vjZTsGtZyUqBA+rFXg9ulQyWXkxWswqAe/Xk5sCGdPTKBRIWeXI4oopZYLJonkxh7+me30+HB4fNjdXhweP06PD8NhglSQAtWsmBCyhvEczIjSc+GUlKC540VTU0mPGnpmywj/XY50WdUuCMIjQAH0+ouLojjnqPTqf43q9fDmGQGFtEl5Z/Ct/7fMz48lIVRDk9mJSavkw211OD0+/rgwn+ve2s5lM9J4f1sdtR1SOkJGpJ4XfjOBjGgDPr+Ix9dfdvzgsW6Hm7+vOMCrPTuLRo2Cx84aw+PLS/jjwhzMDi/hBhUzsyJJjdRjdXnx+geWMS9rc/CXZZKX1JRkPc+emcnv3y9jZ103aZF6rpubxe0f7ua4zMiApPnzq8q4fEY6IKVeaFVyylut+AcQd4sO0XDrCbkUxBspcG/CFTOONxLu5sGvuwEnMqGC6+dm8d7WOublxWBxern+nR1celwaIRppRyOr5z05lGazk3+trw5YV0SHqLlhXjZvbKgOqCeOMDwqR1J9h0SMUdOv9nCE4eMVRZbtbuD6eVnYXF7kMgFBgD31XZw0emg1lF4vA9q8uLxDt23x+EQcA5zDO8Bz+McQBJEVk17kunf2BXZCTyuaxfVpKsIO0/YgMplAbqSKPy7MocvuIUSjICFEhlp0IS1YjnC0WFfWxqX/2hL4rM6ekMiz543F5vIRGaLmD+9sD3q93e3F6xcZmxLGX04dRXGThW6Hl/y4EMalhPHx9noEQcDh8fHa+iounp7GyWMUONw+cmND/o+9s4yO67ra8HOHecTMLFmyLDPEzI7DzNQkDTPnS9O0SQMNUxtqmjbMYMcQQ2zHccwoZmYcpvv9GHmssWSBm7QBPWt5tbm6pNGde84+e+/3pbzVNKD9hVwicO6kWO755IBvDL3ihEQsdhcMYJmhkkt9z3t1u4WDdV3csTgdURRRyqVo5BIue3Mn4J3cP3p6Dl/tr/cF3CG6IP64/BFu/SifS6f3f74tDheqowIjqUTgihmJBOuUNHXbeHJNMeCtsPrrqWn8+ZQxHGzoIVyvJDc2gDCZDdY9DDte6T2BwtuHmjJ/JH+i3xStPXZSw3U8dkYOjV02Io0qGrpttA8hLOQYwOIIwO4c/N1lc3gwqhX85WvvgpggwP3LMrEOcZxeIdBtsnLLR1W+4/68LBH9EI4KZruLd36o5rHVhYii97j7lmVy0ZQ4lIofv8pDo5Rx84JU5maEUdVmJiFYy9hYI+qf4Fqj/DQcr0fH20AhkAj8EagEBpBx+w1g7YSVd/gCVGdEHo3BUzglJ5i1+Y1Ut1tYeaCBx1YVUdxkYlZaKCsPNKBVymjpsfsCVICyVjOrDjUCEB2o7mckblTLfatIhY09vgAVvGW7D68ooLDJxGOrinh9SwV/WVlAa6/ybUlTD4Eaha8P5TBZkQaCdUeyjduqzVgdbiIMCi6cEsfs9FC2lrbiEUW2VbQxL9Pbr2pzenh+fSkvf1uGRiHlT18VsLOqg6lJ/tLyEQYVZS09PL66kA6LA2VkJqVjrucv3x1RK/SI8Ldvyzk5N4o3t1aSHKbF7RH5dE8dVoeLrEgDEonAzFT/jEi4XolRJfcFqOCV2c9v6Oa2RWkE60YndMdDeYtpRKWWv1UijSq/LMkox4daLmFWWhhPrC7i1c3lvLSxjOfXlzImevjl+sF6BedP9jefl0mEEcn/65USzpwYw4yUYG6Yl8LlMxKIDlCNSGCjXRrOw6vKuGpWEi+cn8cTZ45ld00XBbbhhqhQ19jMjR8V8MTqIt76vpKn1hZz2yeFFNcPrrg5ysho6bFz9ycH/Mqq399Z6+3dnBRLhEHZb5J/5awkwg1K5FIJ4+ODOH9KPNfMSWZ2ehgeUeTaOSnIJBJOyo3CI8LrWyp4dl0J//q+CovDjUf0jtV9EQSv0N+DX+TjESEjQs+1c5JRSCWcmBNBkFbB3IwwBMGbGbpmdjIOl4cLphx53r8vb+PZb0pIC9dhdbi577NDvp+5PSJ/WpHvl4FqNTn44kALqeE6jGp5PzueC6fE+XQowBuIBuuUvLSxjDazg+fXl/p+5hHh/1aUoVHKuXR6AktzIokKUEPjwSMBKoDbAV/eCD1NjDIw4QY1n+yu566PD/Dalgru/PgAqw82EmoYfNE4NkjdT9skM1JPbNDg7y6JVMITfQTrRBEeW1U0pBhgRUMLj6+v5Yzx0Vw/L4VTx0Xzl29qKGtoGfS4goZu/rqmyFdJIIre6oRDDT+dnVuwTsm8jDAum5HI3IwwgrU//dym3WyntNk0ImX4UQbmeJcTgkVRfF0QhJv6lAD/NoNUW7fPu7Qh7xb+bp3Pv9f3IJXUcOHUeEDkoVOyWXOoke2VHZyeF839nx0kNVw/4AR3R0U7zAWlTMpNC1JJDNHy6Z46cqKNXH5CIom9AhwtR5WkRQaoqdxd5/vvw2Vzh83pW0122k0OThkXTUWrmQN1XeTFBhAdqKasxb+JvN3q5qYFaTy9toR//1DNuNgA7l6ayWOrCtlZ2c6tC9NYm9+IRiHlkumJGFQylmZHUNZi4to5KT5lw4wIPdlRRp5aW4xHhIYuK2ukWlSB4xHFfL9rWp1uX3+B3eUhN8bIgsxwXt1Szksby5mVGsLF0xLIjjayNr+J9HA94+MD6LE7mZUSzKbenlqAkuYe7j/xt+u19p9S2mIaUpBgFO8CTFXbaJD6n9Jj8/aR37IwjTWHvO+VRWMiKGroZvnYqKFPADR2O4gOVHP/iZl8sturgnrJ9AQ6LYNnIPrSZXOTE22kvMXE8+tLMarl3LowDbNt+D2pXTY3/3dSFn/fVM7z60sJ0Sm4fVH6iErnu6x2X/ll3wCq1TR8G5tRhqbH5uwnqgJHxtbMSAPvXDmFv39bTlWbhQunxrN4TPiAf8uDdV3c++l+Gjrt3LwglewoA/cszeDzvfUYNXIWZoazrbyNackhrD7UyC0LUlmT34RWKWNRVjhut4dxsQHEBKoRgVc3lyMRBDyIXDo9nmCtkveunMrXBxt547sKPKLIc+eM44HlWXy4q4ZgrZKFWeHUd9oGLNXstrr6aV8UN5nIijTw721V3Lssk429XsXzM8JxuT1cPTuZz/bUoVfJOGtCLC9uKMXu8gxY4WV2uFmT30h+Qxcn5kR6M1XmAYLRrlqwdYF+cPXY3yo17RZuX5zGt0Ut7Kzq4KSxQZyQGkJ1u2XQBbeGdgsPnzqGz/bWs7OqgykJQZw0LoqaditZUcc+rqXHjuuoCjWH2+NLbhyLbquD2xen88+tlVTuriM5VMtti9LoGiLj22I61vWG/57+ubOzsp27Pt5PWYuZ5FAtj585lgnxQUMfOMqAHG8m9XADQ4MgCCcKgpAH/Db/CtoQSF0E6kBWy+fx5t5uXB4Ru8vD61sqGB8XyJz0MP50ag6fXjudxdnhLMoKp6Sph9zY/pmCpTl9VWo1XDs3hU+unc5jZ44lu09mIT5IQ9+x8lBdNxMT+q/WHw42YgI1aBRS/v5tGftrO0kO1bGjsp03t1bi9ohMTgzyGY6nRgZx/2eHfL1Ze2s6+Wp/PQsyw9lc0srfvy3j0hkJXDo9EakAF72xHVEUOWdiLDsr2wnWyjl1XDQ17RY2Fjf7jJOdbjA7XSg1+n7CE6E6JWa7C4ngLR9ePCaCJ9cW+0RLNpW00mm2U91m9lk8/OmrAu78+ABnH5VBWT42alRe/D+gomW03Hc4hOiUdFicA5aIjjJ8QvQqAtRy/raxjAijCoVMwqNfFxIbNPyFkqgAOZtLWnlvezVXzExgTnoo17yzC6kw/CEuTCdnbX4T2yu8FSGheiV/+OIQ6hEoBAdrFby2uZzChh6mJQWjV8m559MDIyovizBqSQr2//5JJQKxwaOCMz8moTolE+L9x8xQvZKMSO84KAgCE+KDeOH8PD65dhoXTYvvN664PSJdVq9V0f7abs6ZHMufVuRz8/t7CTMoiA5U4+nNZH65vwERkW3lbfx9UzkRRhUyicAbWyrYXNrG/MwwQnRKPtldS050AJmRBl7ZVE5BfQ9SiYTmHjv//L6SzEgDOdEB/GNrJftrO4kN1GB3uXnwy0M8+GU+ITplv8xobKCa1qMWtqckBrGvtpP6Lht/+bqA08dHExOo4a3vK3l6XSlPry3m/MlxXDglDqngbW9ICtEiFQSfyuphwg1K1DIJD3x+6Iina2Bi/w89euKQ9ia/ZSICVNzx4X5sThfXzkmm2+rgnk8OEDWEhVWQXs3v3tpFfJCKJ87IIdyg4Op/7SJMP/hxUQFe3/q+GNXyIa9n0Bl4dl0JlW3eBEdZi5kXN5QSYBjcti42UNPvega1jNjAX8d8o6bdwu/e2ulLQJW1mLnqrV3UDbAYNsrwON4g9c+CIBiB24DbgdeAW360u/olodDAggexZV/Ax2X9P87DzexSiYBeJUcpk3HNnBQyIgx0W10szY5AEHqVcyfHMTutvwiLXiVHLvU/d3qEnqfPHoe+9wtf32Xh7iUZZPUOsFqFlLuWpPsGq9QwHUaNnMfPHEu31cXqQ43YnB5eOC+PCIMCqSAQE6jmxXNzaTE7+/V/7q/tIjVch0Et474TM3l5Qxl1nVYau23ctTgDtULG1wcbMajlFDWZmJ4cxOLsCDyi915fOC+PPdUd7K/t4pv8Rv56Zi7BWm+ZcZRRxbVzk1l9qJE/nDQGq901YN+ORiljxYFGVh9qpLDRWx4iitBmcvjKU+ZnhDE22kDXUUIQowwPURSparcQMQJfx98qEolAhEFF5Wg29T+izWTHqJEzKSGQdQXN/FDezhnjY+ixDb9UqrHLSVKolkCtgts+2M8Tq4u5cEoC5gHeI8ei1exCJhG4clYiHhEyI/TcuyyTjhGUbLWZ7UQHarh4WjxOt4e8uADuWpwxoklKUFAQT5+eTmKw9ztoVMt5/oxUUqJCh32OUYZGr5bzp1OzyYjwlsFePy+F8ybFcvfHB3h+fQkVrd7vtUImRav0VzrvtDjYWNTMK5vKuPKtXQRpFfzhpCyUMgm5MQHcujCdug4ba/Ob+KGi3Vfe+NKGUh47YywquZR1Bc1UtVm4clYSn+yupcvqpMfm5K4lGWiVUiKMSv5+4QS+PtjI3R/vY2dFO/ctyyRAI0erlHL2xFjKW0ysyW9iR2WH7xrlrWZuX5Tus0GKDVJz//IsAjRHynpnpYYwKy2Ubqt3nLxzcQYbi1pYm99Ed2/lgMXh5r0dNWgUMlpMDpxuD2NjAgjQyPnDSVkE9Y7fMYFqnl8awpVVd7Bidi0Si9dij7AxcNoroOwtMw7NgpOeAfWo6v6xEBD5+0UTMGqU/HtbNaEGFS9fMB6Xe/CF0FaTnSfPHktjj5M/rSikw+riiTPH0jJE9YXZ7uTxM8f62nvCDUoeOz2HHtvg86cel0DnUXOsVpODbtfgIUV2tJGnzvK/3lNnjSXzV+LEUNdp6fe5tJkd1HSMWt4cL8dV7iuK4le9/7cLmPvj3c4vlLBMFPPuJNNaeWQVsZekAfzxksN0vH7JRGo7rKgVEm5ekIpEEIgL1gzb21Mhk3JqXjQT4gPptjmJNKoJ0iq4ZWEq+2u7cLg8/Ov7Kp5dV8In10wnK8rImCgjd320nzt6g1ePx0NhYw9/XlHgO+/6wmZevaC/eX2wVkFqmI6zJsTy723VzE4Pw+0RiTKque+zA77ytJ1VHVw9K4lt5e083qfXYX1hM1fPTkYtl/DC+lI+2l3P02fnUtTYg14lo83iYFlOJC+sL+XViydQM8Ckzu0RCTcoaer2XxEO1iq4bm6y9/qVHVz0xg4ePyOHsyfF9TvHKIPT0mNHIZX0W+0cZWAiDEqq2ixkRg6+gjzKsdEqpRys68Yjwo3zU/CIsL6guV///GAEquVsLm7BoJZzw7wU3B6R1YeayIwYvhJksEZBVICa59Yd6bfbUNTCC+ePG/Y59Eo5CqmElzZ6lVd3VnUQqJHz7Ll5wz4HQG5yNB9doaax04RRrSQmcjT79FOQFWng3aum0thl5cEv8vmhwtv3u7u6g28KmvnHpRMJGqCH7duiFg7Ud/HaZq/g4PYK+PpAI0+clYuAwGOrCge0/1DJpcQHqrhuTjLtFiftZjuPryrC6nSjUUiJDQrgzo/2A3DT/FRu/3Af3TYXIToF9y7L5LYP9/mC0c0lrfzhpCwO1uf7CRbGBKqJMKh48bw8tpa302qyc9N7e7h3aSa/n52MRAJ7qzv5wxeHOHtSLIuzwll9qGlADYfJiYF8W9zCP3v913dWdbChqJl/XDqJNy+bRGdHB5nVbxO68kVwWkisWE/k7AcgKw3kSsg9B+KmeNuijDGg+W0W3A0XmVTGX744wMF6r87G7uoO9tV08uDJYwY9LkSv4IHPD3Goz3F7qzt5YPngbU96lZw3tlRwx6I0ZFIJTreHD3fWcuP8wRXBAzQKJAJ+z51MIhCgHsK2ztzGov23kbTkcpolsUS4m0jafyckPAea4fft/1zRKGT9PhepRBiRX/co/hzXTFQQhH8A/aRTRVG8/D++o18oLoWOCfGBrM1v8gVsMYFqIowqVh1sIDpATWakAY8okl/fTVmLmUCtnDFRBhJCdNR2WNhY1ILF7iI1XO8TCzoWxU09HKzrwmRzkRymI9Uo4KzYSUZjPmGKQD5uDfaZQu+r7SIrykhVm5ncuACq2y1o5FK6rE7W9xFHAK/CZWF1A+dNiOTdXV75eUGA381M5I9f5vsawU8fH83Bum6kEqGffL3N5ebDLbV+2ywONxLBW041NyOMlDAd++u6yI0x0mZyoFPIiDCoePSMbDosDvQqGXctTsfhEXF7PKjlUlQygXuWegfqw5ne+Zlh6JQyv4klwPMbSpmXEU7IqADQiKhoNfssjkYZmlC9iur20Uzqf4JKLuOKExLYXtGB3eVBLoFlORHMSA4e9jm6bW6W50bx568KWNdrIZIVaRjSSqEvXRY720qbeWuJnFh3NVaJjvVdEdR1DL8X1OH28EkfbQCADotzxD1XLd1W9jU6qW53E6xzYRW6SR3ESmKU4ydQo6Cq1ewLUA+zr6aTshZzvyC13WynpMXEhztrkQhwyfQEAjQK3B4PUgG2V3j1EWraLUxODGJ773nlUoFLpiVw3uvbeeS0HJ5cW+xT6M2I8I75b26tZGFWOGNjjKjlUq6encym4hZaTXa2lLb6WdeAN1h+6OQxPPRVAQ63h2lJQWwrbydIq+CrffW+OUBOtBGXRyRAI8fqdBOgUdDSY0cpkyCRCPxjayXXzU0mJlDt69MN0MiZnBDEje/t9btml9VJUVMPCqmEMVoLofv/5hOOBFBtexrGnwvG6N4POMH/pq2d0LDfa01jjIHIXFAHjOAv9uulqdvmC1APs7u6k5aewd9BHWaHL0A9zJ6aTjqtg2dE2012QKC5x4HN5UYlk2J3e2i3DF49khSi5aUzkggzFRPkaqZNFkabPnNo27C2EiheQUrxCvzC4Bk3gmbS4MceJ50W72fT0GUlKkBNdpQBw09kTSiKIpdMT+Af31X6tl06PaF/sDTKsDnedMlXff6/CjgNqD/Gvr8JBFHgmwKvL5VcKkEQvIIgP5S3saW0jcZuG29cOgmrw8U1b+/2DTYzU0L4v+VZ3PDuboqavHYWcqnAW5dPZlrywP5+RY093PrBXt9LKTZIzeoTytGsuY1YIBZISD0Nc9alfJxvRiJ4v6j/+K7S53sG8PiZY9lU0l+NTe62cnaKmsigNPQqGWa7iw931voplQVrFXy2t46EkP6+Z6LIgOpwAWo53/SWEx2Wrwe4eUEq726vpqnbzqxUrx9gcqiWL/bVU9Bb1iuVCDxzTi4f7arh2XPH0dpjx6iW4xFFtlf2V72USSSUtphGg9QRUt5qJnK01HfYhBmUlI8q/P7HSCUSnl9fitXpnbRHGVUsyR6+P6lEEPl4Vy1XzUpCREQqCDR226gdQYApkcBTkzpIXnMZiF5xmOTw8ZSmvzDscwgISCTAUdV5RwcXg+F2u/lsbwMPrzxS4bIwK4x7l2WSOALv2FGGj3CMBWHpACJJgiCAKCKTCFx+QiIbCpt9PWhyqcAfTx7D1rI2PtxVy2l50dyzNAO9SoZRJSfMqOSZc8Yhkwi8edkkKlrNyKUS4oI01HdaSQvXUd9p8xsfrzghkdJm04AWbAiwvrCJF8/Po6zVTJRRxX2fHuS8KbFIpd57jzComJcRxkNfHRErXJAZzlNnj+XL/Y1kRxmRCPDShjIunhaPQS1HFCEjUs/emi5kEoGjl1iaum08800JBrWMd+e9wJh1lxz5oUQGxxIKc9pg6wuw+Ykj22beBrPuBPnouKOQDlwuqxiiwu5YrxeRwQXbNAopYQYVf11zpOrtgilxqOWDX89pNzGr+R00258DIAGwTL8dh+0W5LpB3lHH0giQHG/n4eDYnC5e2VTuq2wBuHFeCtfNSxl21eJI8IhwoLaL2xalYXd5UMokbChs4aRhWqmN0p/jejJEUfy4z7+3gbOBiUMdJwjCEkEQigRBKBUE4e4Bfv60IAh7e/8VC4LQeTz3979ALpNw8bQEXtpYxrPrSnjmmxK2V7QxJz2M08dHc8b4GB5dWcCm4lafP9TysZEsyAqnvsvKJdMTmJPm7TlyukUeX12E6Rh9AQfquvxWza7JkaDZ+IDfPsaSTzkzphu9Usa42ACKmnr8AlS1XEp5s4mrer1OD6OSSxgTF0qYuYj1h2r4eHctdZ1WZqWFcv28FK6dk8yUxEDfgGlzugk3+AeCOqXMTx4fvH1VHRYnaREGNpe0+v3sjS0VnJTrVfHcVNKKXi3HLeILUMFb6vv8+lICNAquf2cPD36Zzy0f7KO204ZaIe1XTnFaXjT3f3qgn1jEKINT1mIibDSwHzYRBpWvd22U48Pp8vDqpnJfgApQ32VjS2nrIEf5o5FLOHNCLM+uK+G5daU8/U0JX+ytJydm+NnHEJmNpJ1/8gWoAMqm3cTbS4Z9DpVCwrmTYv22hRuUI/pO7a/r5tXN5Vw2I8H3zi1o6KGo8aezafitkxisZUGGvx7EjJRgkgYoOQ/UKBgTZeSaWUlEB6j9VPqdbpEPdtYyJz0UuVRALpVgcbi9ZZCCiEEpJ1yvQqeSE2FUc86kOE4fH0NWlIE91R3kRAf4jdMAb31fSU6Mkexoo9/iryDACSkhbChuZVtFOy9vLOORlYUsz40kRKfid71j+0m5UbyxpcLvnN8UNOH2wEk5kbz1fSXXzknm1oVp5MUFEKJTopRJCFDJ+PpgPZdMT/A7NlR/xJqn2+ri48ZQCOozj5hzNxiOocrdVgJb/uq/bctT0Fo88P6/MbQqGROPEvOalhyMWj74VD1Mr2Rygn8p9QkpIYQP+d4R2FDUzNWzkrh+XgpXzUpizaHGIdXIHY0laHY877dN8/1T2JuH+DuGpELSUR2CqYshaPDy4sNUtZnZVdVBdfvwejzLWsy8/G2Z37YXNpT+ZAvLSSFa1AopT64p5oX1pTy5phijWkZi6Oji4vHyYzWepQL9FX/6IAiCFHgRWAjUAjsEQfhC7ONFIoriLX32vwEYWSPP/5jJCUG8e+VUPtldS3Kolg6Lk+vf3YPbI5IUouXCqXHUdXpX9m+Yl8Lm4ha+2t+AIMCJOZHkxQUQH6Lln1srqWm3YHG40an61/gf3dRulDnB0f9Ll6B18e7Vs0mPMPBNwRE5eIVUwp1L0pEIAmvzm7h7aQZ7qjsJ0ykYE2Pk2s+KyAqP46HlSeyptxNmVPPA54doMXnLg/5veSZ6pYwzJ8TQbXXx3Ll5bK9sJ7++m/QIPYWNPVjsLm5flM6+2k4SgjWMjQnA4XIPWH7SbXP5rdy53Z4BBU8aOm3MSPHPLrvcHv75fSU3zEulvstKq8lOdpSRb4tbKG81+018Rxma0mYTebG//N6Q/xbhBtWwB8xRBsbh9gxox9XXQ3ooOm1urE4nz5yTy+pDTYTqFczLCKe82cSMlOEJDnkcFoSu2n7bRVvnsO+jx+qiqdtrQ3Kgrosoo5oQvZKaDjMwvPuwOd1cMyeZlzaU0WKyo5JL+P3sZNwDWH+M8uNgUMt58JQxzM0IY0tpK9OTg5mTHkqAZuCywMkJQXzSYaG+s/8zWtth4Q8nZbE8N4rnvymhrNXM2RNjkEsEajpsvLi+lB67C4NaxjPnjGNeRjgahYyGbjtVA7xLnG6RcL0ShUzCs+eMY31hMw63h9zYAN7dXoMoerUEAjRyatotLMmO4PM99UxLDuauJekYVHJ6BhhPq9styKUCOpUck82FMVDBg1/k02Z2oJZLuWVhKn89K5dPdtdxy8I0DtR2Eh+kIUCr4IU+PqlFnVI6xt+Asnoj1rRTCM6ad+wP2tbdv6xAFMHePfD+vzEau2zkxgYwPj6QkiYT6RE6rE4PzT2Dl992WRxcPTuJ8XEBFDWZyIjUMTE+qJ+Iz9HYXS6uOCHR75m8fm4qDtfg7xrR1jXA39GDaBvi76gOhJOehdJvoPxbSJ4DKQuGFNMSRZF1Bc3c8v5e732qZDxzrve7Mxg9Nle/2/SI3u0/BUaNgkdOy+Hb4ha+K21lRkoIc9JCMQ7VqzvKMTmuTKogCD2CIHQf/l/gS+CuIQ6bDJSKolguiqIDeA84ZZD9zwPePZ77+1+hlEuZlhzMKeOiiApQ8/dN5b6MY3mrmW+LW4gOUJEQrKGxy8aeGq/IkijCV/sbEAGdQopBLeOsibGE9BEyaDPZMdtdNHRaSQrR+lXTbG5W4Yoc738zcjWRSWPI7lVNSwjWsiAzlNsXpfHCeeMIUMtZc6iRlQcbeWxVIZWtZjYUt9Da46Dd7GBLeTebKi3MzQznka8LaOntqTKq5eyt6SImSM0Dy7O4b1kGqeF6TsmN5pRxUTjdbpaMCefUvChAJCZAxdz0MFYcaKDV5MCoVvSTrx8fF0h+g/flFq5XkhSqHbCMeGlOBLXtFs6ZFMuUxCC0Ciki3tXcp9YWMz05mJNzo/h4Vw0/VLRzyrgowgyjWcGRUDFa7jsignUKWk32Ab0DRxkeWqWMcyfH9ts+M3XgdoeBiDEoaOi08enuWq44IYEFGeHc/N5eQkdgReVRh2HJPMt/oyDgCEwd9jlCdHLMDjcvbSijscvGqoONPL+uhNjA4YtABWkVvL6lwvfOtTk9PLuuBKNm9F32U2GyOVHLpVwwNZ6XL5zARdMSBrVAKm818fDKQgIHCGLnZ4azqbiFHRVtlLWaUcokTE4IZOGYCOQSOHFsJOPjAum2urjx3b3Ut5upbjNz1cxEFFIBg9o/d5AUoiXKqCJEp+S5dSWkR+gpaOjh4RUFlLV4W4QmxAcwJSGIS6fH43K5WZ4byZ9W5PP02iIMahm3LEglNuiI1oBSJkEiCHxX2sb05GCcHpG/fVtGW29Lj9Xp5rFVRdR2WFlf2MIL60to6bETYVTx5Jpi7C4PQVoFp4+P5tzJsVywO4UzW66kJGjO4AI4gQmgP6r0UR8xsF3Nb5DYQDVf7K3nve3VNPfYeHtbNWsONRITOPh7TKOQcf07ezA5XJw5IZpOi4Ob3ts7pH2WTqXg2W9KfIsY3VYXz60rQTuEcKLbGA+6o/JShmjchvihf8nAeBx5l9Kx/DUc4y6BgKEFLivbLNzw7p4j92nzfncqh6hiigvS+JSEDxNhUP2kljexQRou7H2PXDg1npig/nPZUYbP8ar7Dl8y8QjRQE2f/64Fpgy0oyAI8UAisP44rvM/5/uyNuSy/vH/tvJ27l6agcst8v7Omn4/r2qzACJ/OTWHsXEBSCQC9Z1WPthZw3vba4gKUHFaXgw17WaePCuXJ9cU09RtwyHTYV32HPrND0PJKq/U+7InIDTdd+76Tgs9Njf/2lbFoqwIJicGsqOyA/AGyUVN3lKyvpnH1YeaCNIofBmNMyfEYFDJWHWwkaLGbs6aGItSKmFNfiPLcyMJ1amobLUgk0hp6bHzTUETKaE6piY5UckkRBrVfLizmvtOzOStrVWUt5qYn+n1jb3rk/1cMCWOhGAtT64tJj1czxNnjuWptcW0muwszY5galIwdqebp74pITNCz4vnj+ePXx4iL9bIxdMSeGF9Ke1mB8tzo7jAoGReRvhP0nfwa8Xp9tDQaSN81GN22MgkEoK1Cuo7rcQHDz8QGcWf6cnBXHFCIm//UIVaLuX6ealkRg5/mKnrcbIsJ5KNChk3vruXQK2CP5+aTbhu+CvYjRY3YROuQ0BEfeg90EfSM/fPlEkSGa6EU4fVxQ3zUlDLpazNbyQuSMNDp+QhHbx6zv8cFqdPvOYwogjNQ4injDJyHC4PW8taeXJNMW0mO5fNSOCUcdGD+mwfqOtiV1UnANvKW3nwpCxe/raMDrP3GdQopHy8u467l6bz0a46nj1nHJtLW0gM0bG3posfKtrJjjZw34mZXl/d7ypZccArrnjd3BTuPzGLf26tJL+hm2mJwfxuViIvrCulodvGaXnR6JQypiUFUd9pRSWXcO2cFIqbTGwubeX08dHsqu5ixYEGbp2fQlSglr9vKqe2w8LirAhkUoFNJa2cPzmOl78tw2J3MSUxiOgAtc8X/TBuj0hdp42MCD0bi23sq+0izKDitoVplLWYiApQ88W+eg7VdfG7mUmE65XkxgxhJWKMhvPeha/vgdptEDMVlvzliMjSb5xum5Onz83lr6uL2FfbRV5sALcvTqdjiO9+m9nGc+eN48NdtTz4RT4TEwJ5+uxcWrqswLEXDRq7bf2qzUx2F41DHHfQpGfMif8kaMsfkNfvwBE9lfYTHiS/R80geXQAChu7eXljGVtL25iZFsLVs5JJH0KFvbHLOvB9dttIGMBB4zBRAWqePy+PR78uYF9tF+NiA7h7acaoOOQviBEFqYIgjB/s56Io7v7PbsfHucBHoigOWKspCMJVwFUAcXE/P5uR+GANrQN4642PCyAuUMtF07VUtpm9Cr8aOU63iMnuIjpQjd3pxiWKxAZqcHtE3txaySubygHvC+VAXRc3zU/jsVWFvHzBeLRKGXGBGtRKGZz5BphbQGnwW83cUdnOlW/twt5bwvGvbVX02JyclBvJx0cpUar69D6MiTLQYXEQplciEQT0Khlv9KqW1XfZOFR/iNsXpTMpMZhgrVewIUSvxOkWWZPvLS9u7rGzp6aTp8/J5c6P9iORCGyv7GBJdgR3Lc1gZmoIDqeb3JiZ7Kjq4L5PDwLeUr9JCUHMzwxDr5SzqaSFL/btY/GYCGID1RQ09HD3J/t59tw8Grps3PrBXlRyKWq5lFc2lXPP0oxBX14/JT/35/NYVLdbCNYpUAywwDLKsQkzqKhqs/xigtSf4/O5tazNa1M1Kxmr083LG0uJC1KzMGt4k4mYADmvbWngud4yxPouGze8t4fXLx5SKsFHuF7GixtdWJyXceFpV9NgEXh4VTOPnD78YTJQI+exrwtpNdn5/exkmrpt3PvpAV66YNCh048AtZxQndKXST3MYV/KXzv/zefzUF0nl725w1cS+PDKQhAErjxKq+EwNe0WLnljO5fNSADg+/J2TkgJ4ZRx0UgFb39fYWMPS7MjePeHal44L5f3dtRiUMv5cGetbzF4Q2ELBfU93LQg1TemNnXbufbt3Tx9Ti7pEXpOGhtJXmwAV/17F11WbwbppY1lXDcnmTMnRJMQoiEqQMMfvzzks2V7cUMZF0yJQxQh1KDmhnf3+Mb9t7ZVcfbEGM6bFMtjqwqxuzwIgldPIz5YQ4BG7lceKgjezN6X+44ESGvzm7huTjIGtZw/fHHIt/2Oj/bz2sUTUSuG8V2JyoMLPwRLu7f8U/XLU63+qZ5Rg1rOTe/uJT1CzzWzQyhq6uGBzw7y9DnjBj0uwqjlund209hlI1CrYE1+E0WNPTx37uDHhRtUKKQSHH0qgVRyyZA+6Xq1nPn/6OG22U8yebrA1gY3z77bwFuXpw96XHO3javf2klVb+Ljk9117Kvp5L2rpvXLePYlRKfsd59KmYTQAWyTjr7efZ8cIClMxzWzQyhu6uH+Tw/w7pXTRkU1fyGMNJP65CA/E2HQRZQ6vMKzh4np3TYQ5wLXHfNCovgK8ArAxIkTf3bqzsE6JS6PyGl5UXy6xyt6HKRVcOeSDLQq70d++YxEUsP1lLeYUcolJARr6bI6cbtFXtlUzsKscDotTt76vtLv3E63iMPtpqnbzlvfV3HH4gzWFnhfSLmxAUyIj8ColLO/qp3vy9pRK6QoZRLfQHWYL/c38PcLJ7ChqOWIrUye11YGIDlMy9LsCKraLNy5JIM91R2sOErQwSNCp9WJw+UmJkBNVbuF5blRvLzR3w7G6nTTaXFy1sRYXB6RSKOKf2+rwqCU4XC5fb2szd3ewVCnlHH17CSUMgn/3lbtd661+Y28eP54tpS2khCspaXHRkOnhZvmp2JxuDHbXcQEadhc3MIZE2L8Sqb/W/zcn89jUd5iJmp0hXHEhOmVv6i+1J/b89lpsbO5uIVzJsVS12FFKZdw6fREtpe3sTBreAq/dZ1OPtzp308qirC/tot5mcPzGG0xufloVx0Wh5uP9h7ZXtZiZlZ/y8sBae62s/JgIx4RdlV1+LaXt5iPqdZ+NHaXh/uWZ3LPxwewOt0IAlw3J/n4enN+gfzUz6fD5WZ/bRdby9qQCHDLgjT+/m0Z5l47mDe/q+T0vOgBfUPLWky0mx3sqGjn3EmxhOiVeEQBm9NNpFGFRiElJlDNrNQQumwurC6R9UXN3DAvhU/3+E93GrttNHT5Z8ztLg8dZieBGgVWp5tmk4PLZiQiCAJ//7YMi8PN29urEQSBFzeWct3clH6+4V/ur+f0vBhaeuz9xv1Pdtfx5uWTcPW2IcklEjLCdeyp7eKa2ck8tdZbyisR4Pezk5FJBWalhXLi2Eje217DrQtTMdldvLvdf1wG2FTSQnqEntjhlDcq9d5/v1B+qme0ucvbl1zVbvEt9AP9stxHU9dhZWpSMDGBauo7bUQHqKhss1DXaSM75tjHdVucXDs3mRfWl+LyiMilAtfOSaFrCOsahVTg8TPHUtzUwz8LbEQHanj8zHEoZIOXjFS0mX0B6mHKWsxUtZkHDVKTQnU8ekYOd36033efj50xlsQhEhEVbWbKWr3/1vb5PCvazKNB6i+EEQWpoijOHXqvY7IDSBUEIRFvcHoucP7ROwmCkIG3zuD7/+Ba/zP21XRy3Tu7sTk9zEgJ5taFqcQFaWkz2cno43PX1GPnT18dMeHWK2U8eHIWt68pYl56GDKJgEIqIVCjoKHLv9RD2ivXPSkhiPs+PcDG4iM2MlfOTGRJdgRn/e1737n/cnpOv/s0qGT8UN7GGeNjGBtjwGx3E6pXcKCum5PGRmJxuPn7pnK2lrURqlNy55J0dlV29HtZKmUSEkM0HBYdtLvcaBWyfkINLSY7r/cqDEolAn8+NZvt5W1c984e3z6zUkNYlBVOdrSRVzeXc8WM/n0qOqWMnVUdvP2Dd5BMDtXy4MljuPm9vb5+GoAHT85CeQw591EGprzFNFrqexwE65RUt/1ygtSfG3KphEVjIrj30wO+d5ZOKeOxM/q/t46FUiohUKvw+UIeRq8a/hAn7TWjP+xdeRjVEHYMfdEopOiUMrqPEuYYyX0Igsjrm8p4/Myx9Nic6FUyVh9qYkzUEKWUowyL78vauLRP9tSolnPV7GSeXutVJg3W9tdNOMxhgb9NJa3cf2Im/9hSQV2fZ+6PJ4/B4XYjCAKPfl3IVbOSUMulCAj0Otf4oRqgHaXVfGSsVMkl3LIgjZe/LePqWUk8/U0JAWo5oigiiiAf0OpNQbfNOWBFjF4lQyLA3y4cT4fZQXSgGlEU0Sqk/OO7Sq6clYQoeoOQyjYz+2u72FLaikEl4/nz8rj27d2cPTF2wKx+gFrOje/t5qmzxo2qmR4nqmP0kA5lCROsVdBudvDRriMLdYvHRBCoHbzdQSIR+HxvPdfNTcHlEZFK4KNdtYyLzR70OAGBz/bU+QXSJ+ZEcO2cwVV6j/V7DPWOlUoETsqNYkyUgaZuOxEGFUmhWiTHsI4a6npDfZ6j/Hw47lm8IAjZgiCcLQjCxYf/Dba/KIou4HpgNVAAfCCK4iFBEB4SBOHkPrueC7wniiNxlvv58MW+emy98uzflbbx1NoS1hxqZGJCoK+J3e508+KGUvranvXYXRys7yZIo+Dq2UkoZFJC9EruOzHT7/xxQRp6bE50ShnhBqVfgArw+pYKDtV3+51bJhH61fxfOj2Bz/bW02LyZmT/va2KbwqaeeabEtotDhq6rGwt85qSt5js3P/ZQc6cGOMn2BRuUCKVCARqFOys6uDk3ChW7G/gomn+zfPZUQYa+wzkbo9IQUM34+ICuX5eCrcsSCU+WMOmklbGxwXQZXXSbXXR0mMno/e+U8J03LowjTuXZBCmV5IS5h0Ey1rM1HVa/QJUgPe214waKI+Q4qYeIkaD1BETpldS1T5qQ3O8yKUSvtxf7/fOMtldPlGY4SAIIlfNSvJ7P4XqlaQN0evUF50CblzgL5IUG6QmNWz4Zdwi9LPsSA/XYxhApf1YBKjlLM2JpKzFRH2XjYpWCxqFdFTQ7EfAbHfxzDclfsFil9WJxe5Co5AiCHDborQBVfUBEkO0zEgJ9p2r7qhFkZc3liEVBN7sLeFdeaCBi6bG821xC6fn+fddzs8IIz7YP+uYHKr1K7m1OT2UNJvQKWXYnB5Ucgk3zk8lNzaAMVEGrE43MUeJwPx+dhLfFrUQqFGQGuYfLN6yMI2C+m4EBJxukS6rC61STlKoDrvLzQvrS3lxQynPrS8lO9rI9+XeOUC3zcXOqg6kUoF/bavkwqnxyPoECEa1nMxIA3uquzhQP6rUe7wopRIWj/GvHjlpbCTyIZranR4P6wub/batPtSIyz34LCjSqGJMlIFn15V4/+7rSpmYEEiEcfD3VbfN6RegAqw40Ej3MWwTD5MUquO+ZRm8eH4efz41mxfPH8/9J2aSNIzWLLlUQnqEgVlpoaRF6JENIwmRFKrjnKMswS6YEjes643y8+C4hJMEQfgDMAfIAlYCS4EtwFuDHSeK4sre/ftue+Co/37weO7p50B+QxcNA0jSd1i8QeVhXB6RDkv/nlUBgbeumExmn4zrgsww3rtqKvtqOtAq5ehVMgobu7lqVtKAtg0ekX4lPqsONnL59ATquqx0W12EG7yTt3uWZdBjczE5IQhRFLnvM28/aKupf2mJw+3BqJJx79JMGrttqORSIgxKogJUVLdb2VDUwj1L05mZEoLV6eLZc8ZR3momWKtAJhV854beSZtazoNfHkIUvUH0TQtSeeeHajIjDHT0Doy1HVYumhqP1enCI8KjXxfiEUEiwPXzUvhibz2VbRZsjv6ty91WJ65RxdURUdZs5qRxo9makRKmV/pZPI0yMlweka4BrBJGYhNgdYl8W9zMc+fmUdzUg04pIzpQzcG6LmamDs/6pcsqkhGu5eULxnOovosgrZL0CD3CCFa7rE432yvauGNxOi09dgxqGWa7m/qu/uPCsbC7REL0Ku7/9KCvB+uaOcmYBrARGWVkuNyeAUsZ5TIJdy9NZ0yUkZzogGMer1ZIyY0xMikhCM0ACqg9Nida5ZFKotoOK/vruliYFU6QRs7UpGCq2y3IpBKq2sxUtpl57txxFDb2EGlU4XB5eHhlwVHndKFVyJBJBG5flM6rm8spbOzh9kVpGJQyHjktmwN1XbSZHITqlXy5r56/npXL5uIW5meEceHUeCpbveWUn+2pJyNCx+bSNjYWtbB8bCQC8E1BM1fNSsLlEVHLJeiVMl7/rtLnTgDehSOlTEq31cUbW8p59txxlDSbUMmkxAapeeBz7xhvH7V9O27azA6UMgm3LEyjzWQnWKekuLGHdvPgwZ/FMfC7wTrA3Kgv1e0WLpkWz+zUUMpbzSSFaokPVlPbYSdtkC6JY1n7DWX5JxW82dsb3t3jm8s9cFLWsALO40GnlHH7wjTmZ4ZR0mQiLVxHXmzggN/dUX6eHO9f6kwgF9gjiuJlgiCEA//+8W7rl4fH4+Ht76sZGxvAyoONvu06pYwLp8axp7qTUL0Sg1qBVinjihOSuP3Dfb79BAEWjwn3K+nqsTppMztIC9czNSmYt7ZWcPfHB/CIInaXhytOSCTcoPTrSZmSGERKrwF5QrCGMyfEkB1tYHtFBxuLmqlpt9Jjd5EUoiU3NgC1XMKE+EC0SjlZETpmpIaRFqanucfK705IRKWQcqC2C6fbw2d76/murA2dUobD5cHh9vDIadk0dtk4Y3yMt3RXgNPHxRATpEarkHob2yX+ZU7LciJ4dt2R1WyXR+TljWVcMyeZ1AgdUqnAK5vLGR8fyH2fHeTG+Sm8vrmCZTmRJIRoqWo18/rmCi4/IZHXt1QQYVAhlQholVJOHhtFgFZBWpiOoP9BP+ovFVEUKW81ET3akzpiQvUq6jqGH4SM4o9SAqeMi+TgURmY8bHDF1QJM8hIDNbx6uZyFmSG0Wpy8MZ3FTw6QKvDsdAqpdz03gEUMglLsyNp6LDy3PoSHjxpDBOGeY4gtYJIo5onVhdhUMmwONwoZBJev2T4Ak4KmYQnVxdy9ewk0iP0tJscPLe+ZESWPKMMjFGj4IoTEv0WTQUB5qSFMjEhCI9H9HqfChBlVPcrJ9Sr5MQHa/nzV/k8dGp2PzGX0yfE8PneOs6eGMPT35QA3vLi7RXtvH7xRK5+exdKqQST3bvweteSdB5eUcDNC1IwahQYVHI0ChkmuwudUsbysZHMTQ/j7e1VpEfq2VLSigSBq2cl0WV1YVTJ2VvTyfPrS1HKpL6FjKXZkbyxtZIzJ8SwOr+J1h47Fqeb+RlhBOmUTE0KZlt5G+kRep5c4y1zfnZdCUqZhNyYAM6aGOPXZy8IMCMlhM96+2p3VnWys2oPj5yazdbSFh5dVQiAXCqQPFrqe9zEBqsobe4mJ8ZIWlIwVW1ee6K4ISxTQnRKEoI1VPZpO0kN0xE8hLp5hEHF7R/tIztGz4ykUDYXtvBGi4knzhw76HGpYToSQ7RU9LGASQ3T9cvcH01+Q7cv2QDepMpfVhaSGxNAXtxP488ealCxKCuCRVk/yelH+Yk53iDVKoqiRxAElyAIBqAZf1Gk3xxmh5t9dZ0caujmriXpfLW/gRCdglPHRfPwigLqu2zMPRDKvSdmkhqmZ35GGI+fMZZXNpdjUMm4cX4q42IDfOc7WNfFA58fZHd1JylhWh45LYeChm6/lap/b6viwZOy2FHZwY6qdhZlRXDBlDiCtApeu3gCVW0WWkx2bnhnLzaXm5NyoxgXG8g726spbzXzf8sz+WBnLbd/tJ9TcqNYnB3JK5vKWZuv4Pp5abzxXRW1HVamJgbx+znJvqC674p+Y5eNj3bVcveyDAQE7lqSzpf7GgjRK9lf28mjqwqZlhTEk2fl8ubWSuwuN2F6lV9pH4DF4SYnyshb31exqaiFv56Z6xOVkEoEbl+czvs7avhqfwMZEXpuX5yOVCJw/4mZrMlv5JWLxlPdbuXljWW0mOy+3tak0QFzWLSaHIh4e5VHGRkGlQyn29PbPzhq2j1SrDYr5S0WbpyfwsoDjWgUUpaPjaK0oR3GDqL60YemLhczUoKpaDXz7LpS9CoZtyxII1Q/fEXcHruLuRmhHKjr5s8r8wnRKrlyZhJO1/AzQ60WOzNSQgjVq1iT30henJYLpsT5tTsMhdnu5pHTx/Lyt2U8v76UuCAND540Bo9ntDLkx2BJTgQSQeC1LRUEaeW+8tmWXl/Kl78tQyIIXDs3mfMmxfUTWFmYFYZGIeO1zWXcvTSDtfmNNHTZmJcRRkygmkVZ4Xy2p44b5qWw8kADgRoFV85MwmR38seTxvCvbVWIosgFU+IJMyh5+LRsXttSwbbydqID1Dx2Rg7rCpoYFxfI3zaW8d6OGmamhNBmcqCQCkxPCeEf31UiEQQun5FATKAap1vE6T4yLrf3VmpFGFVUtJpRSCXcuyyDL/bWsya/iaQQLXcuzuiX+bK7POyp6eCuJWk8vjCYV/bZ0StlLBsbyd+/LeW2Ren8UN5GUVMPy3IiOVTfzcl5MRxqNBFpVHkzxkP0QY5ybDq7Hdy1JJOHVxZQ3GQiM1LPvcsyaR1COKnL4uCR03N4d3s1e2s6mRAXyDmTYukYIgPb2GnlnmWZPLqygE92NZAVqeeupRk0dg0uuJQQouMvp2fz9g9HrnfelLhBvYXBKwDlPKoE2e7y0DLE7zfKb5fjzbHvFAQhAHgV2AXs5hcqdPRjoVfJmZUayt6aTp75poRIo4ql2ZHc/tF+n5jHhqIW/vjFIcx2F4FaBWdPiuWTa6bz799NYU56GMreZu7WHjvXv7ub3dWdAJQ2m7n8zZ0szvY3wba7PPTYXTx2xli+uP4E7luWSVKojgCNgh67G5vLw9++LafH7sLpFvlkdx1qhZTUMB0XTImlrMXM1wcbkQoCyWE6nv6mBLPDzWnjY7n74/0+r75tFe28sL6Ui6cl9Pu9Y4M0tJkdVLSYOXNCNO/8UI3T7aGqzcza/GY8InxX1s49nxzg8hMSSArV0WKy9xOmCNYqcHq895vf2ENzj43sKCNnjo8mNVTHixtKKWz0yvcXNvbw4oZSMiP0FDR09/avOnjoq3yae+yIotfj1atUOFp6NBzKWkzEBGoQhMF7X0bpjyAIhBlUPj/hUUaGVqMlROnin99VMi89lOwoA0+sLiQpaPiVELF6OV/sa+CTPXW4PSKdFid/+OIQNe3DDw6DtTLKW8ysL2xGFL29+E+sLiJgBNYvQVoF/9xaSWFjFw+dPIZpSUFc9a9dGNTDn7grZQJ/XVPEzl4f6+p2C7d9uA+ZZFQI7scgWKvkvClxfHrtdP55+WRmpoYil0rYVNzKM+tKsLs8WJ1unlxT7NNl6EtLj4NbP9jLvtpu/rQiHwSBpdkR9NhcPPRVAasONtLSbUOCwKXTE4gNVnPtO7vZUdnOXH0NTy0JIzFES4/Nhcnm4uVvy9lW3g5AXaeVm97by8njovnjl/m+ucPm0la+KWgi3Kji1c3lvnt8cWMZbhEUR5VLRgd4+5dLmkxkRxs4JS+Kt7dVs6+2C4DyVjN/XVM0oDrqtKRgPtxRxWLFPi6YEIFRI+fxVYXsqOzk/s8OMi05mJRQHVtL20gM0fLW95VMSQpiXkYYX+6rJ1A7WsF0vOg0cm75YB/FTd5+/IKGHm79YB+GId5BARoF17+zh9JmE3mxgeQ3dHPje3uHrCYLNaq4/YN9FPVeL7+hhzs+2k+oYfDj6josXPf2Hkqajlzv+nf2DNju1pcIgwrtUeJQ+l59lVFGGYjjGvVEUbxWFMVOURT/BiwELhFF8bIf99Z+eZw4NpLZaaHYXR7WFTbTbXP69XQAbClto7H7yMTJoPaW9/SlttNKZau/WqjJ7sLlFjlnUqxPHGRJdgRLsyNobG7m022FXPTa9/x97V6q6pv5rqRlQOGRTcUtXD4jgYpWCw1dNq44IZHEEC2H+pTaOd0en0T9YXZWdTA2xkhOtLccWS4VuHpWIgdqu7hubgqf761jWnIwZS1mpiYF92vid7g9NHfZWFfQxLvbq7lnaQbG3olbqF7J8+fn8dpmr6LhmCg9yaE6PttbR5vZgcPtIeEoD8pWk4P8hm5MdjcTE4No6LL1U05ceaCB5u7RFbrhUNJs8k1sRhk5YXoltR2jCr/HgyCRcHpeNLcvSqO42USn1ckTZ2QzOTF42Oeo6bGz8kBDv+35DcMXcWk3u/qJgQAjyoJ2mp08eHIWc9LCeGVTOfVdNv51+WTkkuE3tjZ22ylo6PHbZnd5flE2R78Ejh57P9ld22+fz/f2d8mraDX7skGi6C3nffnbcp+35KqDjZw3JQ6L083/fX6IT3fX4/aIVLT0EL71Qaqqy1lxoJFvi5tRyiV+VkXgbX9p6rL1mzs4XB42Fbf2u58Nhc3cMD/FJ2Q0LjaAEJ2CmxeksrWsldPyokkK0VLe6q9hYXG4qe+0ctuiNN+icUaEnoumxRMdpONgxOk8/k0FG4ta/LJfVqeb3NgAjGo5++u6WJAZzviYAD7dU8tDp2Sjkkn4rrSV697ezS3v7+WH8jacbg/U7oSvboF3zoPClWAbFVg6mtpOq88S8DAtPfYhx5baThvtZgcFDT18sa+e4iYTLT126joHP66p29ZPdLKlx06Lqb9mSl+q271ilYWN/terHuI+RdHDw6fl+NShg7UK/nxaNgK/nsXxqjYzr20u54LXtvHa5nKq2kZFFf8Tjlc46QvgPeBzURQrf9Q7+gUzJsrI02fnUtLcg0wi8ZXc9CVEp+i3knQ0eqVsQG/TUL2CP56cxWUzEvB4ROJDtLhtZm5YUcK3Zd4X/nflHawp6uLC6UkUNvYPUhOCtby/s5a9NZ1sLWtjcmIQOTFGP/VJ+QBN7IEaOWUtJuZnhjE3IxRRhHGRGmQeO61OOb+fnYxWIUMll9DUbSMmUO1bDTxMvKSJFUssdOiiCZA0ccLpRsyGZMICtITpVcQG1fFDRTvXzU3l+nf2+Hp9NhS1cMfidA7Udfk+E4ngFaT6dE8dOqWM+49SQQaIDlSjGeKzHsVLUUM3kcbRftTjJVin9FUejDJySltM/N8Xhb7/XnOoiQ8vyyF0mG2YWpWUhGBtP4uskSjiapVSYgI1/Rb3RmJBE6RV8K9tVbzRq+76XVkbXx9o5KULxg/7HDql18bmaKEko2a0jPKnJCvKyHdHZU6zovr3RQcMkBU39rEuigvSEKRV8Ormcr99bC5wRGZjlDoAGd+Xt3PxtHiCeu1D+qIeYNyyu9xkRhj4oaLdb3tUgJrt5e1cMycZQfBmTxu7HajlEp48KxeTzUmkUY1KLvE5DxwmMURLQUM3v5uZhESAmnYr931ykAdPyeLrQ03EBKopaT7yfZAIEK5Xcf27R6zjvtpfz5uXTeKty6cQrFOyuaSFi17f7vv553vreP+ysUz64ERw9S74FK+EM16HnDP7/Z6/ZYI0in5WRVKJQPAQ2ekAtXzA4wLUg2dgjcc4big1coNCHPA4o2LwYFNE4Jl1xdx/YiYiIIgiT68t5plzxg163C+FTouDuz7az7be7+h3pW1sKGrmpfPHY9QMvyJnlCMcbwPak8A5wF8EQdiBN2D9ShTF4S85/0oJ0imZ0lti0WayszQ7gq97hZQEAR46JZtwg4qixm4au2w0dNvQK2WMjQnwmWAnhGi5Z2kGD36Z7zvvFSckkhymRyWX+fmt7qvq9AWoh9lVa+JGtRStUkZMoNo3edYqpExNDuJPXx1RD9xe0c7MlDQSQ7WsOthIY7eNgoZu5qSF+uxtsiIN3LwgleYeO8HBCjQKKRaHhw6Hhzs+KkIUved+47KJ3L4onSdWF3HXkgz+8nWBbwV2YlwAY10HiNp0l/fCMhVc/DnEheByeyho6GZifCBz00I5VNflJ0YB3qzorLRQ1uY3EWlUcefidOq7bNy2KI0IgwoRrwiFzenhH99VYHa4eeiU7AEN2UfpT1FTDwsyB5HzG2VQgrWK0UzXcWKzWPjbd/V+21wekY3FreSlDk/qQCmVcv7kGGamheB0e5BKJIgez4B+jsfC5fRw39IM8hu7sbs8yKTec8QHaYY+uJcuq9Pn4XyYFpOd8lYTkxKDhnWO3NhAbl+U5vf+PzEnkozw4QtJjTJyTh8fzce7a30BY4hOwfKxkdidbgoauqlosxCqUxAfrOHUcVF8treexBAtZ06IIdKoQi4VuHdpBtGBaooauvnLaTk0dFuRSiS0mezMTAnGprmQ9J1vcmbWGXyUb2Z/XTfXzE7mka8LfBP+RVnhyKQCfzplDCsPNPJ9eRuCAOdOiiPcoGTVoUY6etWwQ3VKFo8J59FVhTy/vhTwPisxgWoq3B6auu10WOxUtlm4fEYiL20sO/L75kV7bWc2lPYLXtvMTj7cWcNdSzJ4ZGUBLo9ITrSRi6fFe8vPF6Wxv7aLtflNeERYk9/ErLQwPB6Rf26t9DuXR4TP9jUxyRgDbaVHfrDpCUhdCKpRRfnDCBK4a3E6Lg/YXG5UMilymYAwhMS4VinhihmJvNbrrwtw1cxEtMrBF9gMShmvXTQBu1ukqdtGhEGFUiZgUA1+XLLQwD8uyMEiyn3HaSROkoR64NjvObvTzYzkEG794Iho6CXTE4ZUBf6lUNZi8gWoh/mutI3yVjN5caNB6vFwXEGqKIrfAt8KgiAF5gFXAm8Ao6NoH4J1Sv58ajbnTY6j3ewgKVRLRoSBH8rbyW/o5sk1RZh7V18TgjS8cdkkkkJ1SCUCZ0+KJTvGSE27lXCDkjGRRj8bm6HQCg5Ozo1iQnwADV02pIJAmF7Jte/s6bdvVpSBuz7ez+njY9AopOhVMjIjDMxMDUGtkGJ3ebjqX7t8+y/MCichSEtahI63LptMu8WBy+3hqrd2Ex+s4ab5qRhUUp45Zxw17VZfX2hB0ALaZv0dpWinQhJLGOnk4e23+d0/d+L2iMQHa1h2VO8tgACcOT6GE5KDCTequOHdPTjdIjfOT+HptcW+3h29UsbT5+QSZlCRFTn6OA6X0mYTlwzQczzK8AjVK9nf2+81ynEg9K/ecElHVn6uVcl5Yf1BX7VFWriOCfHDCwzB2/vi8Hh45psSX7vDhLhAZqUNz8IGOGbR2kh7vVPDtLx68QTqOmwEaeXolNLRTOpPTGakgY+vmU5hQzeCABmRBhKCtXy6u5Zb+kyqTx0Xxe2L01iaHUGn1cUL60s4eVw0L244EoCdMymW5m4bG4q8C73p4XpOzIlk+Ydd3JR3BpcnCSwZk0yHS0GQQcNL54+n1WRHLvWWyl77tnecvm5uMmdNiKauy8ZrWyqo67DyxJljaeqx0W114XB5uOKfO7l3WSYXTxVoNTmJMKq49t+7fTY4WRF6ZqWH8n1ZG7cvSsfqdKOUSWg32wk8RqZNKgjYXR5e21zOjfNTUfWWA9/x0X7fPstyIpiVGsKmklZcbpHadjNRAQMv6Az89P96Sjx/LDweaOiy8c/vq3zbfndCYr/S76NpN3utBV86P4+mHjsRBhVVbeYhrWtkUvi+vN0vuL1mdhJnThhcAMks1bOlsofXtlT6tv1+dhLjg/UMFoo53CLlrWZuW5Tm8/39rrSV+Rlhg17vl8LRLWeH8RzrB6MMyXFLeQqCoAZOwptRHQ/888e6qV8TwTql3ySnx+rko101tJocvgAVoLLdwtayNp8arUYhY2J8EBPjBz9/YngAc5MNbOiTTZ0YqyUp3IhKq8TqdBGkVRAXpKGi1czti1IxqhVYHG7KW7w+bZWtZlpNDl7Z5C1PumVhGp/vqyc5VEtVm4V3jsoMrM1v4paFaWiVUhxuD4EaOXurO5EIMDstlLRwHS63SGFjD29vr/Ypt92yMI2n1+qJDgjj5NwoQqs7CFDLeeDzg76XcFWbhbExxn7S/hdOjeeOj/axdEwE7++swekW+3gQHkng99hdfLmvgafOGYdUMjoIDodWkx2He2RZp1H8CdOrqGnv3xM5ytCIUgWn5kWzq1coDrw972Oih59hcbjhbxvL/VokiptMVLSZmcnwgkyPRMITq4v8+vF3VXdQ1mJm/DCDXb1KysXT4+m2ugjTK3F7RL4raSUuaPil9NVtFq7+955+5b4fXD11RH26o4ycMIMSm1MDCITrVdR2WPjDF4f89vlsbz0n5Uaxv66Lj3bVcnpeDK9v8S/tfX9HDbcuTPMFqUVNPRQ0dHPG+BiqRVhxoIv1hWWcOSGG7RVVnDY+GgkCz64rZkZKCDfNTwXgh/I2tAqZzyYGvKJHT60t9rve46sKeeiUbFYcqCYmUO0LUAEcHpGpScHolXKMGjn2bjcmu4uMCANlLSbOmRTnl/0M0SlIDNYQE6CmttPKU2uL+f3sJP65tcrvmisPNPLU2bmMiwsgPkhDQWMPMUFaLpmewDcFRzQpJAKckhsBRUf1/M6+YzSLehRSQeCtbf6f8z+2VrIga/AgLlSv4K1traSG6VErpNS0W6hqtzAjefD3RXOPk9e/q/Db9srmCmakhJAcpj/mcQUmLZ/sKeaKExJRK6RY7C4+2FnLrNRxTB/kemnhOuy9omSHmZIYSFr4r8OFQauQMT4uwCd6CjAxPnDIFr9Rjs3x9qR+AEwGVgEvAN+Kojiqjz8MzE4XbkRqB1BBqzyOBmuDwchDJ6byTWEz68vMzErUsDAzDJug4o+fHODzvfWMiw3gtHFRvVlRkQe+OESnxUmwVsGDJ2Xx0W5/cQin28MHO2t4/Iyx9NhcfgPeYSIMSr4rbePd7dV4RO+L5plzxnHz+3t53uIkSKvg+rkpXDs7mTe2VlDTbsXh8pAermNZTiR/31SOxeHG6nT385jcU9PG3y4cz5f7G+iyOliWE8XOyna6bS40KplPRTVYq6S5u3+FeWmLCYfbg1oy+mIYDsWNPSQEa0eVff8DQnVKGkYgsDPKESxON9vL27l7SQY/VLSjUUgZFxfA3upOluVEDescJpuTmgFEO9qGEADpi93lHrCv+OhgcTA6LE4mJwTx5xUFVLVZUMkl3LEonbae4d+H2eEa8Jpd1uHfxygjp7bDwmNfF/Llfu9i02njorh4egLdtv6fe22HBZlEoKnbjkwq9CuXBe842pemHjv/3lZFj83FtORgrpqVxP7aTuKC1CSHailpMnHJ9AQqWsw8u66k1zs9gvCj+qqPPi94LfCsDhdhepXfMzwtOZiMCD23vL+XG+en8ty6Epp7vLYyty9Kw6BR0Gayc8O8FPZUdxIdqCYuSEN+QxdnTYzB4nCTX99FVpRhwJLMilYzL24o5bS8aJZkRwAwOSGIt383hfe3VyOXSTh7Uizj4gLh0hWw913oaYDxF0H8jGH8VX5btJrt/bJxbo845HuszWTnnImx3PfZQTp751+PnJY9oC5KX7qszgGvN9Ccry9Wh4tr5qTw4oZS3/WunZOMdYDvQV+iAjT86ZRsviloYntFO1OSglmQGUbEr0QPo8vmZEJ8EHlxgRQ0dJMZaUAQRt/d/wnHq2n/OpAsiuLvRVHcMBqgDo3D5abD7CBYoyQ6QMOsAYzZZyQfn1l7bFQEl80by7+unMaVC3JJiI5kXUEzn+/19nktyAyn0+aiqs3CU2uL6eztZ2kzO7jv84OcPj7ady6ZRCA+SMPJYyMpaTLRZrKTfZR4hFouxekWefuHap/f6Q8VHaw80OjziVTLpRQ2diORwBnjvYZbGoWU5blRPLOuBIvDTXa0AZvTw/mTYwk3KDk5N4oZycFoFQpMdhdz00OZEB/ElpIWvinwqm5aHC4WZnl7J6vazKRF9F/tO2tiDOoRiJ381ils7CEm4NcxSPyv0CqleESRLuvg5VWj9CdYpyQlXMfjqwtpNdkpaurh4RUFZI8gkxqpV7BkTES/7Wnhx84GHE2oXsGirP592TGBw/9uBKgVPPtNCUEaOfefmMnZE2J5+OsC1EP0hvUlyqgiJ9r/nauUSUgIHn5v7CgjZ11Bsy9ABfh0bz2tJjvj4wL89lNIJbg93qzXCSkh1HdaST7Kj/vw+DMlMYhTxkURZVShU8ro6Q14vy9rwyOKnDwuitlpodicbkJ1SmQSwacFIYpepeAOs8MnAKiSSxgTZeD+ZRl+95UZoUenkrGnpoPpfeYRJ/R6qi4fG8XLG8t8wmI9dhd/WlGAzenGZHPxyqZyLA4XW0paeXJNEVanyNayNhq7rJwyLobvSlpJDfP/HVVy7/TRI8LHu+vo7n33KeVSZqSE8Nz543ny7HFMSQz2ijHGTITlT8J570D6UlCNtuMcTUyAul9FU5heSewQ7yC9SsEdH+3nrAnRvHzBeE4aG8mdH+0f0rc7OlBF8ADXizQM3moRpFXydJ+5ZLvZwXPrSoZVjTUm2si1c1N4+cIJXDsnmayoX082PTZQwye7a/lkdy02p5uPd9fy+Z564kagazCKP8cbpG4G7hEE4RUAQRBSBUFY/uPd1q+L/Pou7vhoPye9sIVHVxWyeEw4CSFazhgfjVwqYFDJeOjkMUyID/zRrrk2v9H3/20uN063B0Ei+BQID9NtdSERBK6ZnURamI57l2Xy7vZqDtR1o5RLmJ4cwvlT4pia5C13iwvS8KdTxlDc5G+RALCjsp3saANXnJDInPRQvi9vY0NhC+nhep49dxxRRiUutwe5RMLdSzOIDlDz6Z46MiONnD0xlr01nXjwKg4equtEKZOwuaSFvTWdnDIumjsWpxEfpCXCqGLxGO9ksrixh9sXpaHrVUS+dHoCiSEaWnpGs1rDJb+hm+gRTMRH6Y/Q2/N9dFXAKMNjWU4k502Oo6ixh6YuG3cuTmfyMIWGABp6nBjUMpaPjUQqEQjUyLlpfiptpuFbULWZvLoB8zPDkAje7Pgdi9MxDZBJOxbtVgeXzkhgQnwQ//y+kopWEy9fMGFE5zBqFDxxVi7Te0v1EkI0vHHpJFLCfh0lcT9Xvj7Yv1z/ne3VPHr6WGameAO/2CA1dy1N55VN5WiUMk4ZF0W7xcF5k2N9QWNSiJZnzsklI0KPTCqwu7qDk3KjOLr7JL+umyCNgm+LW3lhfRltZvuAQcX2inbOGB/D+LgA/njyGJ5bV8oHu2pZlhPJ42fkMDUpiNsWpROolnPB5DgsDhdnT4xFKZNg7R3vjRp5P+Vrl0ekudvGOZNjmZwYxJ6aTjyiyAMnjeGjXTWMjQlgY3ELhU3dfLKnjnMmxTI+zjtHSQzRcufiDN7dfqQVaE91JwdrO/EM0T85yrHpsDh48uxc0nsX17IiDfz1rFxah8iktnRbeeWiCTR3O3h4ZQE9NhcvXzie5iGqe1p7HFw/L8XvetfMSe6nNn00TT22/nNJm2tYdl3FjT3832cHWfbcZh74/BAlA8wlf6lEB6p57ZKJRAWo2V3trZJ49ZIJRI4mAY6b4+1J/QewC3zl53XAh8BXP8ZN/Zqo67BwyT92+PoyX99SQX5DFy+eP5656aFcNSsJvUpO1I/8EE9JCmZTiddTTSmTIIreMg6ZRPDruVLKJFS1mTkxJ5IZKSFc/MZ2X3b0+fWl3LE4jfQwA9fMSeLmBakgQn2ntd/qG0BGpB6FREJDl5WVB7xBck27lR2V7Vw3N4UJ8QEICFwyLY63tlZS32UjNUzH3ppOPtzl7Vepbrewu6qDp84ex/W94kiHP7crT0jk60ON1HZYyYsN4Jo5KUxODKSpy8o5k2JRSCV8U9BEoFZBVauVi6cn/Kif6a+V/IZuzpk4PBXVUY5NaK9X6kC2FaMMTmq4ngeWZ3LBlDhkUsmIMqAAwRoZh+p7aDHZuHpWEhaHm7d/qOKuJRnDPkeQVs7GohZkUgnXzEmhy+rklU3lPHxa9vDPoVHy9rZqPuutYqlpt7KrupPXL5k4ot8nI8LAqxdNpM1sR6uUjaqU/xeYkRzCtnJ/Zc4picGkRej520UTKG028c4PVTy5phiLw82fVxSwIDOUq2cm8V1ZG8tyIpidFkpVu4WaDiuvbi6nqden+++byjlpbCQ50UYO1HkF1k4bH81N7+319VE/u66Ui6fFkRyq87NBig3SUN9h4erZyVzdR8DwzysKuHdZBo+dMZaSJhMvbiyj0+pkdloYoXo5dy1JJ7w3I+ZweTCoZH6ly1qllJmpITT32HG5Ra6bm4LL7aGsqYfKNgsVrSYSg7UYVHLUcil/XV3E9JQQ7luWiVSAx1cX+pU5GzUKvi9vQxQEn5/6KCNDrZBx3Tu7eOjkbAK1Clp77Nzy3h5eunDCoMfFBmu54d09VLdb0KvkfLq3jgN1XUNauwRo5Nz0/h7mZYSzcEw45S0m/rq6iLeumDzocUFaJXKp4Oefq5RJCNYNnklt7rFxzdu7fc/3O9ur2V3dwdu/m/KrecflxQXyzu+m0GFxEqiVYxzCBmiUwTneTGqyKIqPA04AURQt/Mal2hwuD7sq23llUxnvba+mtNm7OlTWYvYFqIf5vqydhk4bsUFa0iMMxwxQe6xONhe38OKGUj7fW0ftCCwulmZHkNlbCrunutObSQV+PyfZt6IrlQhcPzeFtfmNtJjs/FDRztGLoO/vqGV1fiMSJOyt6eLrQ01UtFmIDdQwtU+mI8Kg4vTx0cQEaVh1sNHvHGaHG71Kxt6aLhq6beTGBvrEjuZnhvHFPn/7CYfbQ0OX1e8FCPDh7loW9tqk7K3txOJw8eSaYmo7bby+pYKXvy2jpNnE+oIm9lR30D6CLMpvFZfbQ1mzidjA0XKU/5RRr9T/DKVcRlaUccQBKoDZ6WZZTgSNXTZe2ljGm1srGRNlHFHZf5vJxenjoylp7uHFDaX8e1sVUxKDRjSwdVkdfiWjABaHm4rWkekNdFmc7Kxq58t99Wwta6N+AA2DUY6P+k4rX+2v58X1JWwobKazt2/vxLGRpPcRcMmKNLC4t4Rcq5SRGWlgbEwAtt7eTKlE4OTcaFYebOT59aX8eUUhT39Twie763hvR02/yqiVBxuZ2dvmExOoxmR39fNCf39HLafnHenDzojQo5BKKGs1s/JA/0zvhsIWTDYXBrWMiQlBnJASQpBWzvs76njoqwL0Khkn5kTw6e46rpmTjFwqEGlUcdeSdK6elczB+m4ijCoijSpeWF/K374tJzpIQ0Kwhg1FLVw0LZ4Io5JzJ8VxxcwkMiL0vLq5nIwoA4F9fB8nJQQSoJbR2G2n9FeUGftvo5YL/OmUHMpaLXx9sImqdisPn56DWjr4W6im3UpubAA3LUjjpNwobl6QRnqEfsjxSCmTcPP8NFYeaOCF9aWsPtTEbYvSUcoGDw1UcoE7Fqf7zSXvWpIx5Pu2stXcz4e6sLHnuPRYfq609Nj4ocL77v6hvH20qu8/5HgzqY5edV8RQBCEZOA3HRF8X97Gpf/Y7mtCD9UpefeqKQN+2aUSAcUQLwFRFPlody1/7OOVNy42gFcumkDYEP0CAEmhOv55+WRKW0wgQnyQhjaLA4vdRVq4jh6rV5zj/R01XDA1jhvf3cuFU/tLCetVMjQKKSXNJh79utC3PTlUywMnZTE7PRSb00OPzcmTa4p58KQxvLm1sp/wR5fVyV97Fd1uXZjm225xuNEqZdhdR8pLRNE7KRjoXsbHB6BVpaCQSlib38SBuq5+8uV6lRyJADLp8a7B/HYoazETolMOaB4/ysgI1ioGFO8Z5adHJZPidHs4LS8GtUKCVBCo6bAOOdnqi1wm8K/vq7lgcjwyqYBMKmFPVQddtuH3GcskEjRyaT/hkZHch9sj8vYPVTy+usi3bVpyMM+fm0eI/teRbfhf0Wayc9fH+9ncW2UE3vHo2jnJJIXq+NcVUyhtNoEAKWE6wvRHxlqFTMKZE2IYFxdAc7edSKMKrVLiy4z2JUAtx2z3L4fUKqTMTNQjl6bSZXXSPcBzpVfJSA3Xc8/SDKxON/WdNv62qYzoALVfUNh3f7fHw3Vv76Gld1FWEOC+ZZk8vqqIwsYetAoZdy1Jp93i4KmzxyEIcMv7e32LwDqljLd/N4XzpsRhdbjRKaW0mewEaBQ4XCL3fHrAd72YQDX3Lstk5YEGLp2egMXhRiJ4FYcburx+mUPNbUY5NhqFnK8PVvFVn4WuM8ZHc82chEGPC9EpsDndPN1H9fmksZEEaQfvSRUR2FbexnPn5dFpcRKglvPhrpohWy0Ej4dtZQMcFz94Bl0pG3ieoTjG9l8aJruLJ1YX88HOGt+28yfHcv/yLDSK4zZT+U1zvJ/aH/Aq+8YKgvA2MAO4dKiDBEFYAjwLSIHXRFF8dIB9zgYexBsA7xNF8fzjvMf/Giabk6fWFPmppLWY7Oys7GDRmCNeYoe5cmYi8UOIYNR0WHmizyQFYG9NJwUNPcMKUgHCDCq/faODNNhdbp5YVeTzxRoTZWB7RTs9dhcquYRAjdxnFC4IcPmMRKIDVP38VctazDR22Xhslf89PvNNMVfOTOTpb0p829Ij9L6yJ4BD9V2+z+Sr/Q1cNDWeZ9cd2T8hWMPYaCMRRiWNXUeOe2B5JpJeP0URcHk8pIbrCNUruWVBKh4R2s120iL0RBrVGNSjvoJDcai+69jPouiGghVQsRFUAZB3PgSl/Ddv7xdFqE7JwfpRr9TjpanbRlmLCblUQmqYjoABJuXHwuHy8PYP1Ryq7/bbnjOC0mu5ROSaOUlIJRKsTjcahRSPx0NKyPB7QQM1cq6eneRbkAPvgt5IKhWq2sx+70PwCu0UN/WMBqn/IcVNPX4BKsAL60s5cWwkyaG6fmPm0SjlUsZEGRnTm+z0eEQmxAfy/s4aunsVPAUBLpwax0sby/yOvXVOLB6PG6NaRpvJjtnuJiZQ7ZftumpWEv/32UFuW5yOrctGmEHJ9XNTWHWggUVZ4by3o9pXYiuXCizJjqCh2+YLUOOCNJw+PhqH28NTZ49lZ1UHOTFGGrptON0eWkx2NhW3+FUpmewuNhY1c9OCNNwekRvf3cOa/EYeOmWMn/crQG2HlR6bk/hgLQ+vKPD/bGQSnjlnHBmRI6+EGMVLXaeN/PpublmQirO3PeuT3XWc3BlNyiAuNDaXm9WHmvy2fbm/gXMnxw16vaRQLQa1nOv7zO/OnhhLYujgPqlJ8nYMEqv/cdl6EuVtwLED3KRQLZefkIBRJff9fhaHi8SQwa/3S6G8xURth5kXzs+j2+rEqJbz9g9VlLWYR0vgj5PjClJFUVwrCMJuYCreMt+bRFH0vfkFQRgjiqKfuZggCFLgRWAhUAvsEAThC1EU8/vskwrcA8wQRbFDEIRfhMOvw+2hbYBG826bV5r70TPGsqOynZImE7mxRsbHBw65cuR0eQaUfLcNsG0kKGVSzpoYg0Etp9VkJzfGyAc7vf2gf/u2nN/PTsLlEbG7PARpFPzt2zKWZEfQM8Cqr9XR/14q2yxcfkIidy5Op7rdQrBOSWKIhk/72NysPtTEPUvSWZAVzqH6bsINXrn0yjYLSSFapiQFkRii4+3fTWVbWRstJjszkoPpsjq59u3d2F0eJALcND+VzEg9r22pYHtFBwBJIRpOzYsm+1ekGPdTsq+mk4TgAQYI0QObn4bOSkiaB5Y2WH0/zLkbIsf9t2/zF0GIfrTc93gpburhqrd2UtnmzUTPSg3hL6fnED3M4M7m8tAxwDt4KCuFvlicImF6FTe+t8e3UHdaXjTTkocvBNNlc9JudvDXs8ZyqL6bSIOKUIOSqjYzk5OG53HqcHv6lYECA44Ho4yMgaxiHG4PjgE+7+EgkQhMTwrhuXPz2FrahtXpJjpATYfZyc0L0qjvtNLZ1UlOTADfVZp5cJU3K5kYouG2helMTgiksLGH+k4b6RF6ipt7iDCqKGky8dqWckTRq6L71NnjaOqy8fCp2VS3W3G5PUxICGRMlJEv9nrH1phANWdOiOH59SU43d4A4C+n57C1rI1P93j3WZod4VPh7cthUSW36KG5x8atC9No6LTRZRl435AB+gftLg/hBhWJI1jUGcUfsVfx+fn1pbg8InKpwA3zUunnE3MUFvvA7wbLEO8/vUrOPcsyWTgmgoL6brKiDL2+noOHBnpHC/fov2bhwkUUdMrICnAyseNLtI4zgNRjHqeQCCSF6Hjwi0O+3++hU7JR/Uqq3gRRZGFWBDe/txdXbxB+//IsxCH+fqMcm+N+MkRRbBNFcYUoil/1DVB7+dcAh0wGSkVRLBdF0QG8B5xy1D5XAi+KotjRe41mfgEEaZVcPiPRb5sgwIReJTyVXML4uEBumBnNwkgbwVI7TreH2g7LMevVowPVLMv2t1TQKqTHVHg02ZxUt1sGHID60mlxoJRJiTQoGRdrJDFEw1UzkzhvciwyicDT35SgUUj5cGcNj64qpKTZxLqCZpaPjfQ7j1ImIcygQnqUZOHti9L581cFPL66iG8Kmnhtczm3f7if+Zlh/H52Ek+encs9S9JJi9Dz19VFrC9o5v7PDnHvpwf5bG8deXEBvkFOp5QxJSmIcybGEGFUccdH+32TN48Iz6wrQSqRkBlpJKS3Yb+81cLXBxpHS46Gyb7aLpIGWjUt+ALay2HCpRCSAnFTIPdc+PYxsLb33/+XirUTGvZCe5k3MP8PCNUpR3sHjwO3R+TtbVVIBIGrZyVx6fQEChp6+L68bdjnCDcoOC0vmowIPdfMTubCqfEEaeWkDmJIfzQGlYyn1hb7AlSAT/fU+VWBDEWoTkFjl43bP9zPd6WtPL+hlHs+OUBUwPAzqbGBGuakh/rfm1p2fOq+9h7oqALraIYfvJmcAI1/hc2MlGCfxYcoijR0WmnoGv73uKnHilEpYXl2CDOSgyhq7Oapb4rRK6WE6ZWcnRNAg0nkrW1HlHArWi1sLWvD4XLz8rdlrMlv5JGVBUQYVCzICufVzeW+uMTm9PDA5wcxyh1E0orV7iA9Qk9SiJYui5Pc2AAEAU4ZF82LG0p9WVKXR6Sp2+YLUAXBu+20vOh+v8PS3rlGh9nJXUvSyW/o5sv9DSzP9R/3ZRIBjUJKc48dg8o/kJmXEUr6aBb1P0KnkvHihlKfuKXTLfLihtIB25/6Em5QEhvkr22SHKolzDB05UW4QcW4aCOLx4QzLsY4vEq94GTC675hVuv7nB1SzsyWdwhr2gJBSYMedqihh4e+zPf7/R784tCvpgLJ7hb5y8pC3+/n8oj8ZWUBzuNcBBvl+Mt9h2KgLu9ooKbPf9cCU47aJw1AEITv8JYEPyiK4qp+JxeEq4CrAOLiBi9n+G+xPDcSEZF/fFdJsFbBrQvTGBNlZHNJCw98fpCqNgtL0o3cllhFUvGb1E/9Ayd/YkYll/LA8jEsyAxD2afpXCWXcueSDKIDNXy+t47MSAM3zU8leYCJysG6Lh76Mp/tle3kxQbw4MlZ5Mb2t7P5obyNh77K59S8aL7Jb2J8XCDrC1tYdbCRUL2Smxem8l1pK1qFzG+ilt/QzZSkIK6alcgXexuICVJz4ZQ4/v5tKX9YnsUne2pp7razaEwEWoWUql6Bp8Oy6bNSQ3C4RN7dXoPD5eGMCTGoFTJOGx/DP7dW+q7T3G2nqdtOdKCLlfvreXRVEWa7i1PGRTMnPdTvnsC7uLinupMv99Vz4dQ4fihv54eKdr4ra+0t1/vf9AD8HJ/PgXC5PRQ19nDDvKNKeC2tsPcdmHINSPuUXAYlQfQE2P4qzL7rv3uzPzZuB+x4DcrWgzEGbJ0gVcEJN0Po8BVh+6JXyXC4vf3ZQ/nT/S/5uT2fVocLtULKlKQg3txaiVoh5YIp8UPaIPSlqcfB+PhA2swOXt9SgVEt57aF6XhGsPDQaXUNOFkaKEN7LMwOD8vGRhKsU7I2v4msSAOXzUjA6hh+RlerlPGHk7JICvH2po2NMXLj/FTiB6p4GIzGA7DqXqjcBJF5sOxxiB1ctfPnwE/5fMYHa/nX5VN4fl0Je2s7WZoTwSXTEtCp5LSZ7Hy4q5bn15UgEQRumJ/KmROiCdIOPNE3252syW+i0+JAp5Tz8e5atpW3kxGh469n5vLUNyXMSg1lZ6WdNnP/xeO9NZ2cMjaK587N49l1JbSZHASo5QPqA7SaHCDI0Ipmdld5eGVLFeNivX6Tuys7uG9ZJs4BMvDWPqXBdy7JYG1+ExuKWrhlQSqf7KlDIZVwxoQYuqxOVh1o4N7PDjIrNYSDdd1UtJqZlhTMNbOT+XxvHWEGFWeMj0YqEfhibz3PnDuOf2+r4lB9NyfmRHHRtPghM3C/Fn6qZ7Slx95PMNLu8vQT3zyaxm4bF0yJZ2dlO/tru8iLC2BcbAANndYB54J92VLawuNfF7G/rou82ABuX5zOjJSQQY9BH8G+E7/gjytL2L3HxMS4S/jDslRydIMXPzb12HC4/Z9Ru8tD0xC/3y+FVpN9wN+vZQgLoVGOzU+Vbjre3LYMb63AHOA84FVBEAL6nVwUXxFFcaIoihNDQ0OP/vH/hDC9iitOSOKL62fw9u+mMDs9jIo2M5f9YwcVrRY8Iqws7OJPRbFYlEHEr76M6yeoaeq2c907uwcUX4gP1nL3kgxW3DiTly+YQF5c/5dNU7eNq97aSUFDNxPiA1DIJNz6wT5qjxJwKWs2cck/tpMZaeC97dX02FzUdlj4an8DLo9IQ5eNP68oYFFWRD/RI4Bvi1pwuUVmpoagV8qoarMQqFUSpJUTolMyPSWErw82sPJgI+NijGRHGwjUeAWMJicG8+iqQrqsTqxON//eVkVDlw2ZxFuidBi1XEJ8iIY91R3c+fEB2s0O7C4PH+yswWJ3EX7UqqBUIiCXSXqNpEuZneZ9FhZlhf9Pm9R/js/nQBQ29hCqV/b/rPa+AzGTQDtAeWLiHGjcD22l/X/2S8FlhdX3QlctzLwdJl4OM26BxJnwzYNQ/f1xndbrlaqi7meeTf25PZ9apQy1XMq722uwuzx0Wpy8uKHUZ58xHCL1cr4rbeWDnTUkh2lRyiXc99lBBGH42ryhGhlTBhAMGcl9SAX4YEcN35e1ce7kWEJ1Sm54dw+KEagMAySG6LjvxCxW3jiTF84fz9iYgBEdj6kZ3r/IG6ACNOyBd86G9sqRned/wE/9fObEGHn+/DxW3jSTB5aPISnUu/C7uaSVR78uxOxw02N38cjKAraWHjubv7uqky0lrcgkEv65tdJnX1PYaOLWD/Zy8tgoDtR18f7O2gGrVaYlB/Ho6gLsLjfz0sNYPCacdrOD5h47Rz+20QFqmq1w1RobO2u86rl7a7q479ODSKUCX+5rwKCSozsq46btDXhPzo3i/R01bK9oZ31hM69/V8GUxCCunJnIs9+UcN07e6hstxBpVFHVZvZ5vpa19CCVCJw4NpJAjYIHv8zn/z4/5F2I0Sp56YIJrLhxJvedmPmr6SscDj/VMxquV6GWS4kOVHHKuCgiDSp0ShnhxsEzoqF6Fc9+UwKiyM0LUrG7PLy4oYww4+DvrkN1Xdzy3j72984/99R0ctsH+yhoGDyzWd9p5Xfv5LO71qvUu7O6hyvfzadxiAqEw79fX3RKGeG/kl77qAA1GoUUg0pGdrQBvVKGViEletQn9bj5b9ZE1gF9zRhjerf1pRb4QhRFpyiKFUAxgxW4/4ww2V1sKGzmuXUlrCts5p6PveVerqM8XTaW99AUvQhMzWSqjpRNFjR0H31KwNvzMpj6ak27hQVZ4Vw5KxGjWsGkhECumZNM3VG9cRVtZmxOD5FGFWUtZmakhLAm37/RXhShrtPKigMNXDc3xadIGWFQcdG0eN7+oZoPd9Vic7rJiNATqFHwTUEzp+ZF09xlpanbjk4pZXluFKE6JaflRXP3kgzKj5IcB/iurJVWk4O5vcq8y9J0bD3DRcx3D7C1oKrf/m9ureSR03J8Zb1quZSb5qfy+Z4jj1Blm4VlORGclhcz4Gc1ij97qjtICTtqYmFphcotkHDCwAfJFBB/Aux776e/wZ8EETY9CXINjD0bFL1lmIIAETkw/hL47lloKRz8NMcgVK/s990bZXAsDrfPV7kve6s7h32Oui4HtR0Wbl+UTkyghmlJwdy9NIPy5v7vnmPRanFyWl4MSb2TbZlE4JrZyTjdw+8FbTE50CplLM+NZF9NFwFaBTfMS6X+OFSfpRKBEL0S1QgDXMBb4ttR4b/N2tF/228UpVxKiE7p167yUa9Xd18+23v0FOUINpebYJ2STSUtLMgKZ0mf9hyzw41CJmFDUTN2l4fGLpvfzyclBJIbE0CIXkVjl52ixh4cLpFwg4pPdtdx0/xUVHLv+BuqV3LPsgwau239Ss9beuxEGdUE6xS4PB6ePmcsBrU3UDWovCXiV81KIjpQ7VUt7qXb6uKDnbXUdFixOt2cMi4KiQBheiU5MQHMywjj/MmxnD4+hqKmHjotTqYkBaFTynB7RHRKGaXNPdR3WCio7+ZPK/K56q2dfLqn1mfpM8rI6bTYeePSiZwzMZZuq5MLpsbx6kXj6RwgE9+XDrOdVy4az9jYANbmNzExPpCXLxg/ZDVKZZvZJ7p1mMZum08b4FhUt1kGPK66ffCxT4LIo2fk+ErFDWoZfzktB8kIFhN/zmRHGXj5gvGcPzmOEK2SC6bG8fKFE8iJGdVIOV5+qnTTQN+MHUCqIAiJeIPTc4GjlXs/w5tB/YcgCCF4y3/Lf6J7/FHZWNjM9e/u4f4TM7n1g324PSK39LFaOUygRo7K1gKCgFWi5fBHFaQ9PsNfvUpGZauZt773BnbrC5sZHxdAbkwA8cEaIozeFRx572DsEUEhlXgHtwB1P/8+mVTCofpuemwufjcziUCNnOhANU+sKvKVEl00LYFr3t7t81T9fF89z5+Xh9XlocPi5M+9qn8bilrIjNBz+QkJfLLHf7CPNKqRSmBmSgihOiUXancQ+Nk1INcQM/7kAT83mQTOnhhDkNY7uXh1U7nPbxUgM1LPGeNjRlV9h8mOyg5fFsFHwQqvMJJikFXxmEmw6QkwNYIu4tj7/RwpWuXNoE6+CoQB1uiM0TDmNNj4FzjlRVCMrA8wRKsYFU8aIQqphIRgDUVH+Sseyz96IPRKKRMTgnhk5ZHFBY1CynPnjhv2ObRKGdXtZiYkBHJibw/+92WtTEoYvFzO7z5UMsINSp7po24eblDyxBm5wz7Hj4JKDxIZeI6qilEOX+34t0Z6hI4tpf7yGsfy7K1qM3Pfpwd9gkNr85u5dHoCcUEaqnvbXWQSCWF6JU3d3jLiqUlBPrG/xm4bRY09xAdreOirIzZzdy1Jp7TZxEe7arl8RiISiYDF7qK8xTtOC4K/ho4geJ0E1hc2s76wmStnJnHlzCTsLg9ahZSChi7OTXLQ7RT4u0zSrxxYJpWQGalHIZP4fXe2lbdx2fQE7vr4iP2MViHlmjkp/HVNEVqFjIdXFvLnU8dw/2eHfMHQmvwm7jsxkytnDt6bOMrAxAXIue/LYnZUeoUgNxS1cEJKMA8sHVxVP9Sg5uEV+UcdF8Kdi9MHPc6gkvd7piQCGIdoV9GrZAMep1cNHlIoFVK+2FvPuZPjUMgk2J0evtpfzy0LfxG5qCHpsbl4bUuFT0F8Y3ELRY095MYGYBydlx4Xx5VJFQRh3WDbRFGcevTPRVF0AdcDq4EC4ANRFA8JgvCQIAiHo5LVQJsgCPnABuAOURSHr57xP6LL6uDZ9SUkhmg5UNeFuzd6K28xMTXJv3zswdlGzCG5bDhjP03qVB48OYvr5yQzNjbAt4/J5mRPdQdrDjXywc4avi9rPaYgks1iYlNJKznhKv65WMaqBS3cndnK2akCgV0FsOffsOdfzFBXcUZeJF8faOCS6QmsOtTABVPi/FaSc2OMPpXD6nYLr20uRyoRuPuj/Zw9KRZBgAWZYaw62EDfBLEowlf76jl/chyrDvlnRAoaewCB0D7lHFqFlFPGRXFKbjT/+r6SscEiQTue9P7QaWGavJjYwCP7q+QSfjcziT01XeiUch75ugBRhPY+K7YxgWrSI/RU/YpMoX9qdlS2kxHRZ9LqcUHJ6qH71mQKiM6Doq9/2hv8sbG2w643IfsMkA4ymIZlQnCqt/d2hATplL5J6ijDwy2KXDYjgfLfB1JxZgsV53RSfl0EyUHDD1JFt5P3d9T4bbM43FQMkRHoi93p4d/bqvlwZy3Pry/l+fWl7KzqHFE/kcPl4b2j7qOp206b+b/ccxWUDPP+z3/blN9D6OCT1t8yp4+P8ZtIBmrknJQbdWQHuxmqf4ADH1NY3YxEgL8vUrFqYRufLrahd7b5sqVn5kUyK8zKP86MY+tZkH9mN6/O6OEsw0HyNC0IwMSEIN7bXkNSiJbbFqVx/bwU1HIp9y/LpLbDyksby3hhfSmCIPD53nqKm3q4bHqC3z2fPTGWjUUtvv9+d3s1XVYnL6wv5bFVRWRHGwlp2UbOhsu4a7p/wH3quEh2VbYzLyOcz45aRM6IMPDqZv+su9nhxmx3MT05CL1Kxh9PHkNZi7lftu6F9aU0dg0sCDnK4NR12X2B5mG2lLbR2DN4JrXNZEcn2HhnMaxa0MI7SwRw9P/bHE2oXsFFU+P9tl0+I4Fg3eDBZnKYlt/PTvbbdsO8VF8VyrEw291025y+YNaoltNqdvh6p3/plLea+1lcbShqoWKAasJRhseIMqmCIKgADRAiCEIgRwSSDHiFkQZFFMWVwMqjtj3Q5/+LwK29/345iOB2i0gEr2/aYT7fW8/p46N58KQs9EopSXoPFjds6Qjj0fcO+VY1J8YHcn7vi8LmdPPBzhpaTQ4/n7Xfz07ixnmpaPr2nHQ1QEcV4QYlL46rJu7bm30/cuVehFQbAD0NcOAjZLpwHj/9NVanxNLikPDYGWOxO908d+44qtstONwiColAZpSBh0/Nxun2kB6hRwLcf1IWycFaPv79dOwuD//eVtnvI3C6RSKMqgGV0qUSgUdPz6HT4qTFZMfudHP3J/vRyKXcMC+VjUXVzOkjcJK09W7emfIAe43zKTMpCNMraTfZsTs9rDnUyG0L07G53Lxy0UT21nQgit4B9PYP93HR1HgsDjdThmn38FultsOC1ekmqm/PSu1O0ATDEOIHAERP9AZ8eReD5BdixL3rn17hJ3340PumLoKtz0FzPoRlDfsSoTolhY0Dl+6PcmymcBDhvYvB1tsLFZTEnJNfAiIHPe4woohvcbAvTufwBYs8Iv3aM8Bb1jlc3B7wDDDfGui8PylSOUy6wlv10FEJhmiIHAvKUXuQYzEmysgn10z3tt4IkBVpOFJp4nbC7n/C6nsgfSmkjuEfc2xkrrvMK8IGpMfMpCH3SaYGRZBb+RqB+TpCm4uRVW7wnkMqR7/wIfjoDpac9BbbrPHolTLOnhjL46sLfQu/J46N5LWLJ3Cwvpv0CD1tPXYM46JoM9kpaTZx99IM5BKBAI2Cz/fWsbem0/c7uD2ir3TylHFRfLCjlvQIO4b2Us6pf4ycpVdR5TAQrvIQFhfFxkozMYFqjn48JYKAe4DB3KiWkRii45q3d3PhlLgB+7XdHhHxuGVJftt4jvGe8Az0UulDoMzJo9HfE/7t475tSVPvp06WOehxFoeH2WkhTE4IornHTpheiUouweYc/O+nksv4/ewkZqaEUN9lIzpAxZgoo5/450DIJQJZUUae7OMjfcUJicgkv45yX88xrGb+26//XxMjLfe9GrgZiAJ2cSRI7QZe+PFu65eFUaPg+nkp3PrBPs6dHMdXBxp8wdonu+tYMiaCKUnBOFxuHl9VRGFjj1/Zzc6qDvbVdhIVoKas2USryatQqZBKuGScnvEBFlqdzdR0eNcBJKJIHPUoe6pJKP2UP828mLgtD/jdk2zfv2DufRCZCx43HPoUaeEK5mojOf9AHjFBeooaeyhuNnFiup4TYx3YXFI8rrReZVKRlm47kxMD0arkhOmVPmnyTquDFUf1kJ02PprKVjMLs8JYm3/EOSg+WEOwVsGu6g5yYwJYfbCB5DA9l0xLIDZQTXGTiYDgcAoz/0bG1+d4+6Y8LmJ3PEL5zDE8842de5dl8tX+BlLDtOTEBPDE6iJig9RMTQzmwz59RDGBasL0SqrbzaSE6QgewMttFC8/lLeTFWnwF5YpXTt8D1RdGKiMXkGW6Ik/yT3+qHRVQ80PcMItw9tfroKUhbD9FVj+NAMLlvcnVK9gbcFoJnUkyOwdsOP1IwEqILSXQ833kDBtWOdQqhRcOj2eB78sOLJNJiE3ZvjlrSFaBZdNj6epuZmZYVZ6PAreLBBIPbokfhB0KilnT4zB7HATE6jG4fKwqaSFyCEETAaizWSnocuGUS0nNmj4FjY+lHpImOH9N8qwSA7TERWgpqrdjFsUcbjcXk/ztlL49nGY9DtImsMEhY2AVQ/7AlQATe1mEk27SS77GErWwtz7kFT+/cjJ3U7Y+QYkzyVg1/NUhd7PnUvS+fOKAjwijIkyMC8jDIkgeEUBJQIut8gjXxdi6eNJPi8jjAiDivyGbvbV+gvcnD0xBpVMwvXzUogLVHPnxwc4Ly6TGKURW3A2amcnUzzlGFXhrG1NobCqjokqgbUXR7GpVUddlwO1XIpRLSc31sgfvzxSiqyUSciLkNPS1oYgwOr8Jv5veRYGlYxu25HFoCtnJRJpHBWKOR5iAlRMSQpiToSLBLWZMouGH1oVRAUM/v4YI61Bueuvftsitv+FgPRZDLbQZ3e5eWJVEXcvy0QhkyCXCvzl60L+dEr2kPdqVCswqmU43AoMKvnw2qwEgX99X+m36c2tlZyWFzXw/r8wkkJ0TIgLYFcfPYXJiYED2/yNMixGFKSKovgs8KwgCDeIovj8T3RPv0gWZIbx8oXjae6y8cQZY1lxoBG3x8OS7AhaTQ4+3lnLxMRA1AopVe39S1IPS4x3Wp1IJQIeUeTfy1RM3H0L0kPFoDTQEvAIl2yLoqjVzkW5eq7N0RJW8C4zMhaDfYDsjdsBLcWgDoL5f4DyjajDxzA32UB8ZBhr8pt4Yp6O5XVPo96yHqRyTJNu5M8ts3jvkJmpSUHo1XIue3MH0QFqnj13HLGBGg7VdvHi+Xl8srsOtyhy5oQY1h5q5PN9Ddy8IJWcaCPfFrcyPi6AifGBfLyrli8PNJAXG8Dc9DBe2liGXCpwz9JMVhxooKHLxr91Ch5Ztpa5RQ8jylVUJ53Dx0VG7l0WwOd76zhU301mhJ4TUgKINKpoM9kpbjpSQjEuNoAZKSHc/9khrE43OdFV/PWsXNIjRnuwBuLb4hb/Ul+HCRr2Qcqi4Z8kIgdK1/8ygtS970L8dJCPYPIUlQvVW6F6G8QNL1gK0Smp7xwtdRsJgr0Hob2k/w/ahy9H0G52MS42kEdOy+bLfQ0E6xScnheNUjb8LH+zyc5VaWaUFQ8i/W4nyNWcNvs+6uVxwBCWDL10WhwsHhPBn1bk8+meOrQKKXcvzcA+wnK2fTWd3PT+HipbLRjVcv5yeg4Ls8KR/0pM73+u1LSbefTrQlYcaEQqEbhsegJXz04i1N4Dc+6E756DHa8RMvc+6Cjrd7ykvRSPR0Rywq1+AayP9grIWI6y9lNSUgVUGjltZgfLx0ailkt5aWMZbo/Iwsww4kO0vPnlIf5yeg6bi1up7bQwNSmYPdUdXDgljlCDgnuWZrCrqoOqNjPLciJJDNFw58cHaOq2c/MCb5/fvd8L/PWUTdy/ooLyNgsGVRj/d2IG4zWtnOR8HMXXm0GmRJt3M28556PRhfCnFQVcMzuZh04ew+pDjUToJVwY10neVwuYEJTGnJPv46LPO1iX38STZ+fy9YFGajutLM2OIC7wOBZURgGgxerhjZlmtCuu8Sp06yO5bPnL7Da56K9wcgS5pbG/z7fHjcLaX5DObxePyI3z07jjw/20mOyEG5T88eQxuDxDV498faCBBz4/5DvuoVOyWTxmcI0Ki8PdL6vo9ohYHL+Oct9ArYInzx7Hiv31rC9qYX5GGCfmRBKgOT7NmVGOX923URCE/2fvvKPjKK8+/Mz2Jq2kVe+92HLvBRdcMAZsem+hh5ZQv1BCEkiAEAidUEPvpnfTbNx7lWWr9952tavtO98fI6+0WlmSHdsY0HMO5+DZfd+ZXc3OzL3vvb9fCIAgCHcLgvChIAjjD+Nx/eII1ao4MT8OnVrBbR/spNXmxOr0cPfHu7G5PCgVAnvqO/D6fMzJDi6nzOkWaEgM19Lp9HD15AjGb/8z8tbusginhahvb+C2cV68PpFXtllYa40BYxL60i+DSxLlKkk4Q6mBzS+BJgxf3ilYVFFkJcbQZLFz9+JcjpdtQVv5gzTG68aw/hEuSmpCEGB9WRtf727gnAkJzM6O5PvCRvY1WJArBEqbbZgMSv7vhGw+3V7Ld4VNjIgLZV9DJxXNNhaNjCZCr6KitYtPd0ory/PyYnjk2yLsbi9nTkjk4eX7qO/uXWmxurjxoxLeSv4LHyTdwVs1UVw0NRlzl5OMKD2T08JJDNdxwshYbjw+i7+eMjLAlHx+XgxP/1iC3S1dXHfVWrj/y710HYQ/4W8FURRZU9LC6N6Kc9UbpT421UEEcbGjoHZT/w9jxxKd9VC7FZKCWuUHRpBBxvGw9TWG6qpl1CpxuKXerWGGhtyUhphzcvALB7ECGBOm5I0NlTzxfREnj4olI8rAFa9tptYy9F7QZJ0H7eoHkNdtlja47ai+u5sE256BB/YiXKfk4eX7aO9ysyg/lqyYEP78SUG/Gl0HotXq5KZ3t+FyS0nOxHAtN7y9jZLG4b6mw43N6aa9y4mru6T7sx31/iohr0/kxdXlkrWMyiCJxXXWSwOLvpYqLfqi1CEr/Q6xq01KDvclexFY6mhOPw1BF4HH62NyajiZ0Qbe31LjL1n/trAJh9uHTCbwh3e2Mzc3itgQFQIwLsnInjoLb6yr5JuCBlIitJwwMpaxSUb+/MkevwJwmFYSxZmSHsmfv6qkrLs/2+Lw8Ma6MpL2/RdV9SrpuDxOYjb9k4VhtawrbWVyWgT/WVlKi9XJv2b4eKT9j4xbfhaiXINdn8hE60oun56Iw+2loNaMiMj4JCNFDZ2EaH8bXqlHghxVC/qPL5UCVIDOevQfXUqOZmBLGIwJoO0j8KaPAmNS/+/vRq2Uc/sHO/1KvY0WJ7d/sBOtauBV0S0Vbdy2LHDcbct2sK2qfcBxSRFawnSBc0caVAFWhAPh84lY7O4DlkUf7nGHQmqknt/PyeS/l0zkmtkZpPyGrJmOBIcapP5ZFMVOQRBmAvOBl4D/HL7D+uXRanOyfHcD3xQ0IIqws8ZMcaOVOxfnsam8jVfXVVLRYuesCUlMSg1nTk4UgiBJcP/zjFF+ieoUk56TRsVyZpYSZfPuwJ2IIjHenszYin3N0gpp5nw47haInyC9YEyEBfdJN8md70pDa7ewxzCDt1qzUcrl1JmdvLKuikeap7D3+JekoLabKPNuIrozPyuLmjl9QhJKuYzle5r4cFstWVEh+Hw+smNC+evnhdR2OLhtUS4LRkRT1GhFo1IwJjGcKakRATY3vUuWdGoFrX2a+h1uH3qNApVSTnZsKP/+tpgf97WQHSOp9la323nyhxKKmjp5Y0MlVqeHS6enopLLcPbTN7ayqFkyQR8mgII6C2qFLLCfqPyng+q9BKRywpB4KQA8lin4SOrNUx58ySVRuVKGunrjkN4uCAIxoZphhd+DwNFSiRCZDWPOk/qblTqYdRuiOPQ+pYYONyBwxoRkXt9QxcbyNu4+aQR1B+FZq7I3IJStCNouM1cNeY72Lg+jEsM4eXQcJU1WIvQq/nxyHk0HESw3WpzMHxHL8bnRFDdaSYrQ8X+LcqntGC4jP1y0dDr5pqCep38o5Zzn1nPdm9vYXNEWpO4LsLq4GRwd0NVjGUftFilJl9VdeaINh7l3wp5PARDKV+I2xNF+wpOg6w5WM+ZBykxEnxdn6vFUttl4cVU5t5yQQ0VLcHXVpvI2vz+uT4SZWdGsKm5h2dY65HIZ183JZEqaic92NvDjviYK6jo5e2ICZ01I5I4Tc6lotXHniXmkReoo7SPcMidJgaroi6B9RtlL2F7dzrhuIcfVJS2EtWyBxgIqp9/Pv1Oe4dSa8/lr03HMSI/A4nBj0CgparTy7E/lHJ8XzaiEYbuNQ8ZcC85AlXMcHQiWYHuk3ojWNnynPodoksSMxMhsfEv/g2htHnBcg9mBtU9C1WL3DCp8VWu29ztuMPu1xHAdT58/nozuwC0zysAT544bkpJ7SVMnf/9iD6c9s4Z/fFkYYKl0JMYdKvv3d/p/1h6V/f3aOdSU1/6I4CTgeVEUvxAE4e+H6Zh+kXy1q4FHlu8LWN27dEYqT3xf7O/XKGmy0tHl5s7FeczMiqTL5SVMqyKhTxZpUqqJrsYOCInrydx2Y5b3ZMvGRnigZqP0AN24C3IWw+TLQRcpmbhvf8t/Y/VG5XHxslompIazoqjJbzxe2gwrKox8MOFW4jbeD0CnIQ2LQ1KTy40LoaDWzKvdFjelzZKa8D/PGMVVr2/x994WfFrAH+dn0WC289bGKswOF9PTI8mMNrClUsqu7fd9AymzJTXo95R5yAQwqBRUtHXx0Nc9QhJ76i3cOC8TrUrGB1tq2FHdgUouZ2JqOGtLW7hqVlq/mbjsGIPfj2uYHr4vbGRccq+sq8feff6cePCTRedBxSpIPshVyqOFywplK2DaDYc2XhAg9TjY+R4kTRnSkKgQNdVtXeTE9m9fMUwggi4MsewHBK8bTn9RUpne/LIk4jVEIrVSNv6x74pRK2QU+6xsqmjjmQuGXuDjVYXjjR6JvH5bwHanPoGhFjBG6JXYnG4+2lYHSNf8TeVtPHPh0I8jVKugqKGTFUXNqBUyylqkOV64+BdQVv8L4fvCRnbUmHlro5SAKGq0sqqkmQdPH8Xa0kBDgfyEMJwqNWqFGjy9kg0/PYTz0uUw7jLUlSskNXCbFBSI8WMpU6Rx6cpW7jvuHeYod6Mo/AS++RMCkFiximmLlvFgRTtXvrqJG+dl8/H2uoD9ZscY2NvQyYxMEzanhzs+2uW/3/75kwLuP20Uj39fjN3tZV8jbChv45aFOUzLiOCBr/bR3OkkXKfkzsV5RBpUAQnb3a0i3tixyMsCjRosmgSSwnV+n8xUk54GIZqYjJO5tzKf70ultqLSZvixYh9Lxsbz0Nf7uHVhNg1mByPjjWhVw/fcQ0XQR/ZYRym14LaDXCVtH4AmfRbXfVrDNeOfIzfUToFZyyvf23nilAQGkgmMDlWjkAkBwm4quWSdNBCR+v7HRQ6iA9LS6eTBLwsZkxzGiaPjqGmz869v9vJi7KQBNURaOp1c9+ZW9nVXk5Q2l7OhrJVXL5s86Ljr39rG3oZONEoZL60uZ31ZK68NMu5QabH27G//cR7J/f0WONSrSa0gCM8BC4B/CoKg5tBXZX/xtNtcPP9TGe1dbrQqBZnRekqabMgEIUBQAOD9LTVcPTuDtMh+xDjaq6B2M1ib0MWPhUX/hA+v8JdTto++ktfLDMhldh5faGShoRQc8TDyVOmiVviZ9N+Ce2Hn+/4AVYwdQ7FuHPNHhDAz08SN72wP2G2d2UWJegRxgDNxBsutabi9NsJ1Sn43I5VL/rsp4P1ymcCmirYgJd9vChq4/7RRvLK2Ap9Paog/ZUw8ieFaatrt7K3vZOGIaJbvaeLTHXVcOyeDx74r9gej18zOYFdtB2a7J6Bv4cwJiehUkon47Yty+HBrLfPyolhV0sKSMQl0uTyIIpwyOo7PdkpBvVYp576l+cO9AP3w1e4GzpyQ2LOhbhuEJR9cv+Z+okfAuqek8092DD6clPwApkzQ/g/Z/Zh8KF4OzfuGZOEheaUOr3oNFZ+zC1Jmwg/3wu5l0sb4cYgHEaS2O9ysK23h9hNysDjcqBQyPF7xoCypyl16hDF3kt/6Oym5AVgyl1Iiz2KoIWZHl5vPdgQmFjudnoNa0bU5vbi8Pm47IYf2LhchGiV1HXbaDtbGpqsN6rZKugQRqVKlzVCUrX/lNHc6qDXb+aiP7YrD7cPlEYkzavxtKPkJoczKjqTY7iR3wT9QfH2bJCUtCDD3z3R6VGxuDWNO9XY03QEq+iiE0eeQ7alk7fxWRLsFmdMH7l7norWRaGcVfz1lJF6fSHSohlEJoeyqlYLAmFA1J46KIysmhNhQNZsq24Put29vrGTBiGg+3VHPtAwTMzMjcbi92F0+5uVG886matq73PzjS6m/9OHl+3B7pUlMRiNV2TeRVr9VEisEbMnz+M6cyBkTEvnHF4XEGTVkRBv4sDGGE7Mv4fuPAleEmjqdZEUbuGxmKj7gzQsyid/3GhhisEWNZW2Lluq2LjKj9YxODBu+Fw+BOlk8rlPfY2+rSFmXmnSdgxGRchqF+AG74gs71WytsXJVzf6/kRQkFVo0AwapXU4vVx6XzrM/lfpP66tmpw/arhKmVXDLwmwe+maff9xtJ+QQphv4GaC8xcauOgu76gI1VCpabQMGceUtNn+Aup/ddZYhjUuP0nOTb1Y6AAEAAElEQVTS6Dg6utyE6ZQUDGHcoVLeYvMHqPspqLNQ0XJk9vdb4FCfKs8GFgEPi6LYIQhCHHDb4TusXxYKmYBBLQl0/GdFCedNTubiaano+skoquSy/uW2zTXw7gXQsLNn29mvw6VfQmsx6KPxheVzZkUzd81wEP/t7xFae4mNzP8bdFRKpSI/3g/nvQPmalzKENZZ41lWqKTZaqOkWS1Z5fS54TnDMtkw61Vadekk6yL5V4KXhHAte+stKOWC/+YGkhdgf4IkOpWCZVtrmJ0TRWWLDb1azhPfF3PRtBS/afTYxDCWjk3wPwTcfkIOVpeXzCg9SpmMjZWtATLmJ+bH0mB2sKyXiu/lM9NQK+UcnxvNn7uFkva/95kLxqNWyEg16cmIHrZb6Etlq40GiyNQNKlyHUQeon+iNkxa8WrcPXRl4KOGCPs+lyoM/hdkMmmluOBDmHPHoG83DXulHhQymUzq/x19jlSSLcigqxVRNvSbulIhcPKYeP7ySYH/2hZn1HDvkpFDnkMhCNy4Vs01k94kXWjAIdPzQU0IE7v0Qw5S5TIZaoUMjyuw/UAmDL10WaMUGBEfyr++2effNjktYmjqmftxO2HtU7D6kZ5to8+Bxf+SVLl/wyjlMnw+0Krk/nvHfvRqBcuumU5xUycKuYzsaAPRoRrqGmzI7W0w507wOkGuBlsTkRseYHLueTROvgOjrwONz4omxASlPyJUrYOGnT264HP+BB1V/n7DKrObR1YWce3cDG54exvnTErisplpVLZ2YXV6uOnd7ajkMv5z4Xg0tcHCiAaNkvl5MWyvNpMfbww4XyalhrN0bDyfbK+jo8vN6+sr+ffZY9nX2IlKLmNNSQt/3azirlM+QWUuRaEJoV6dSobPQJvVxXVzM7E6PTz+XTEur49JI8Ygl+0MsnmqNzt4dqUkcPZqqIo3J8tJ/+oSlAnT2BZ+B89slgKLG+dlccPcTJSK3+xaxpCQKVU8stfEB1trASkpdd6kJC6ZPvBvXy7r/3tVyAcWjpPhY2VRMzfNz8bl9aGSy/hiZz3TUsMGHOfyirRYnbx48US/dc2Kfc24vP30Yffe3wH+/PJBro8HGjfYdVWjkiMXhADLm1PHJqA5CEG9g0F1AGE7xfB5f8gcUpAqimIX8KEgCNGCICR3b957+A7rl0WIVslNC3K48rXN+ER4c0MVRq2SN6+YQmaUgZJe/SDXzc2guKmTBouDkXEh6NTdF5+GnYEBKsAXN8M1qyFpEgAmYJK5nBBLiRS49mbzSzBiKWx7A2/6XOqIJUrZSYV2BDd9XM4l01P5bGc9DrePJWMS+Hi7lEVWygX+OC8Lu0JPtXoMK/c0kxdnwSf6kMsEogxqzp6YxJsbevqy4owaRiUY0avk2LofxgQBFuXH8s+v9rKr1sydJ+YxNjmc7dUFvLymQvqe1Aqunp2BVxT5aGsNS8bG4xOlIL+82UZCuJbJqSbabS4W58eSHRtCUriOW97fEfBRX19XyZtXTKam3c6DZ4xia1Ubr66t4qvdDcSHafnzyQfZW/kb4rMddUxJjUC+P1Ei+qTV+8lXH/qkkdlSyfmxFqQ27gGvB8LT/ve5EibCqn+B/QCCKL2IClFTUDeI0MUwftQyAbHgIyhZHrBdZhiaRyqATJDx/qbqgORbvdlB3SC9Vb3Rq2QsHRvPLcuLAKlUOybUw8lTht7LnK7t4qpZ6Tz6Xc/1OcWkIydq6AG31ydd43qzsbwNh3twxU0/baWw5tHAbTvfhclXSv3Zv2HCdCrGJBoRhGSe/KHEvz0uVEN+QigJ4dqgFpxYRzHCygfwL2fG5EsVTAkTiNAZiPjsRilJnHqc9HracQH3887MpZQKeThnv0Fa/deENqzhh1YTnc5Oqtu6uHVhNjJBwOn24fb60KsU/H5OBiVNVipbu5iUGs4HW2v8ug6CAGeMS2BPrZm7TsrjD+8Elqhvqmjn4TOTSIrQ4fOJiKLIq2sr2NzdeiMI8OeT8rj8swrOnjiK176vZFG+kzc2FHHX4jye+rHEH5CqFTIarD7OGJ/Ae5t7ksWjE40Bvff1FhebfVmky1Woatdx7hgLSmMOggB76iyUt9rIjhlugRiIZqu7O0Dt4Z3N1Zw4Ko7cAS6HmQYXc3Mi+XFfT0/1opExZOgHruDI1nQwPk6J2yu1Xbm9PqYlqsjSdMAAa7DpUQYiDSrkMgG1Qlp4SQxTk9FfhWAv1Ao5p49LIDFC8uYVgAaLfVB/VY1CzuzsKFYW9fTYzsuLRjNI8Ofx+vzVdfv5ZEctv5uROuC4Q2X/qu0Xvfa5ZEycvwd3mIPnkIJUQRCWAI8g+aU2AclIQerQ09a/Mo7LiuSdK6eysrgZk17FzMxIcuNCefGSiawtbaG02caoBCNf7arn4eVFyGUCtyzI5sKpKVKG3NlPWZq9LbAHBghxNiJ2tQa7NtpaEFOPozJ0Ip+2p/Hoi2VcNymcq7ru4+1FF7LVJ5XabK/uIDlCx00LsqlosXHS6Dju+2wPld0rPwtGRJMQrmVrVTsrVpZx1aw0WqxObl6QTU17F3FGLakmHa+uq+DauZnYXR5arC7SIvW8u6kaT7eKGoi8uaGSO07MpazFhl4lZ0q6iduW7eDG47NYOjaBZ1aUIIpw98l5PPl9iV9I6aEzRuEVRR77rpgb52UGfS0ur4+NFe3+zPHp4xO4ZUE2j3xbNGjD/28ZURR5f3MNl8/sFbS1FEtCNbqBA68BicqDXe/B5Kv+94M8nBR9BQkTpCey/xWlBmJHw76vYez5A741OkTN123DwklDxtOFYK0P2ixYG/t5c/843B6a+xFJM9vdQ57D4vSSGKHlzsW5FDVaCdepyI4x4DgIhXCPvZO5qRqSzh7D5oo2kiJ0jE00Ete5BwhWde8Pl9cX4KPt3+45CGVKd1ewJQWAa+jlz79mZmZFEqaX/Gd315hJMemYkxNNiqn/h0mZ29YToCZOhMTJUsWS6AN1KJzymFRWbYiGTS9I7Q/dNI65nr93LOSzr6xAC6kRx3H3oot57i1JNbrL5eXHfU1sqexAJsDvZqSxs6aNTRXtTEoN9wd5j54zlu1VHTg9XkYnhrGmpBmVQk5BnTlA22E/Ve1dPPVDCTqVnH+dOZrxyeHMrLdgc3qYmRlJSZOV8yYnMzXdRKRB5S8pfnVdBbefkENlaxdalYyp6SY2V7Rx4shYkiJ0lDXbyI4x0OXyBgT5AG1iCCjU4HXhsnfy+PdSsmZ/X+0wA9NfIkoUpevbQGjNpdw5wsW87Gx219sYHa9nsrAXtcUKHDhJK7e3Mj7ByJ++LMPl9aFWyHhocSIye9sBx4C0sBCqUXHVa1v84/62ZCTqQSIKl8fLqEQjD3y51z/uzsV5OAdJwHU6PcQaNdw4L5PqNjvJETrqzHaszoHHubzBvwtR7H/74SBEo+Tuk/JYOCKGHdVmxiQZmZIWgUFzEFUwwwRwqGvQ9wFTgSJRFNOQFH7XH7aj+gWiUcqZmmHi/xblcsVx6UQYVDRa7KRG6jl/SgoXTkmmosWGuVuQyOsTeXtTFSVNnbR0OiFmZIDCLgBjL5TUU3vjdiD4PJIKZm/GnIfoE2kxjsQl13H3cUZcPoGilPPI+eJMphoaidApOWFkLLFGDWtLmjEZVHy8rdYfoAJ8u6cJAciKNlDc1MkXOxtIDNdic3lQyeVoVTL21FtYU9LKv77ZR6hGyZqSFh74aq9fxeyEkbE0WSQf0we+2suKfU18vL0OvUpOl9NLpEHNUz+W4PaKzMuL4f3NNf4AVSkXqOmw802B9IDq9ogY+5S5jU0ysru2Z6Xqw621xBo1aJQyLpqaQl2H3Z8ZHKaHLZXteEWRzN5l0LWbpZXQ/4XQOKkEzlI7+HuPFi4bVG2A+HGHb87EyVLgO4iHXHSIhpqOLsS+TWTD9ItPF4U48nQIS4Ep18CESyW11KTJQ54jNlTF0rGB10pBgJyYoZf8G7UK3lxfxQdbakkI09LpcHPPJwV4D+LPaFHHcPMnZVgdbs6bnMz45DBufn8nRbLUIc+RGK5lRmZgP26IWnFw7QvhaRCdH7jNEC3ZTA2DVqVgUqqJsycmce+p+Zw2LgGNSkZtexdWRz+JDVOW9B9INjLrn5EC1OgRMOlK6XpjygB9jFRWLVNIwZpMwebQeXy2z4ogSMHawvw4Cprc5MdLLRczsyKZnh5JXlwIPhFeWl3OrOwo0iKlXk6VQsYXO+soa7ayYl8T3xU28sd3t5Ns0vPmhip21ViYkhaYZDSoFf6qgi6Xl3s+KcDh9rJwRAx3nJjHxJQIFuXHsnRsPLFGNetLW5nQLaZX3Wbnga/28m1hI1EGDXd+uAuVXM6ty3by2HfFbCxv460NVUFBpyBARkyY9F0odez19Cz9rSlpDVIYHiaY2FANCX2UblNMukAl/n7wGpPJWPcnLqy5jwcT1nF+5T2kbforHmPygOOatBnc8VW1P2hzenz831c1NGvTBxy3q9bMvZ/vCRj3188K2F49cAWRSiHnoa/3Mj3DxFWz0pmSFsGDXxeiGmRF1KhVsrakhYJaC6kmPTtrOthY1kboIHZHqSZ9kKhmiklHSsSR8/KNM2pZOjaBe04ZwdKxCcQaD0HrYxg/hxqkukVRbAVkgiDIRFH8ERiWHgTMdhdvbqhk8eOrOOGxVby2toJN5a3c/N4OnllRilIu408n5nLWhATm5kRz6cubOPnJ1XxUG4rtku+kskJdhKRGetwtoOgJ0DrtLpxNRZJv44L7JAl8nQkm/A5GnYVszwdMbPyAW4Q3uXz72dxZex05uk6IGUla7ec8dnY+te1dvLq2ghCNktnZUeyo7gj6DOWtNrZVtaOQyZieaWJfQycvr65gT72FaWnSv/fzwupyLpuZxphEI+E6JedOSuKk0XE0djq58rg0THoVJr2KG+Zm8vKaMp48bxyNFoe/lCgrxkBBryZ6k15NXUfPaujr6yv5w7wspqZFYNQqOW1cPAtHxvJ1QaBJtcPl4aEzRnP3J7s4/pEV/OXTgoMSTfkt8Pr6SubmRCP0Xlms2QSRWf/bxIIg9bTWbP7f5jmcVK4GUzqoD2NfcmictGpSO/Dn1KvlIB7cKt5vGaelFcGUBSNPgx1vQ9E3MPdOPMLQC33qOlw43F4umZ5KlEFNZrSBPy3KpfYgBIvaujyMTw4nLy6U538qY31ZKzctyMY2SLa+N002L/84fTQbK9o589l13P1xAX89ZQQu+dDLfQ1qJfctzefcSUkYtUqmZ5h47fLJpB1MyZjeBGe+BPlnSQF/9iK4YBmEDeyb+FvD4fby1a56PttZz58+2MXch1dy6cubgv0eI9Jg8cOQc5LUQgAw/QbIWiCJsv30MHz+R6hcjS9+PMg1sPB+xPTZ7DGrUMoF7lych0+EV9ZUsLKomWvmZHD7CdkUN3byU0kzWdEhXDNbCg4SwrRMTY/g3U3V/Ht5ERdPT6OqtYsT8mMRgXijBm13ieSP+5qYnmHipFFxhOmUTEmL4JaF2QEl4602F02dTt5YX8lPxc1c9uom5j68klvf38l3hU0clxOF0+3lloXZJEfoiA3VcOm0VEqaOgnRKMmKMdBqc+H1idR22Klut9Pp8PD7ORkBv7fGtnbEjPnsW/ga96wNDGJ31Qy3QAxGbUcXl85I5bisSIxaJXOyozh/cvKg17FSiwyWPIloa4bv7kF0dsIpj1NuGThZ3+FRBFVtONw+LN6Br72NFke/4xoGsdqyOt3cdkIuNpeHV9ZU4PT4uHVhDtZBqlUsDhd/OWUkVqebp38socvl5e6TRwx6j40J1fDCxRM5YWQMRq2SE/Njee6iCUQPEvQPc+xwqEFqhyAIBuAn4E1BEB4HhiMCYENZG3d9tJsWq4uOLjcNFgeXv7qZbdUduLw+VhW38PG2WiammnhtXSUWh4cGi4Ob3tvBVkc8XPwx/H6dpNAbnhIw9/qyNnwRmVLvy4ZnpZWdEUul1aLld0FLCbjtCFtfkbKZ7RWEfHYF5J9JWdyJXPPWTnbXWXB6fHxX2MQjy/dx/uTgTJtRq+T7vc2cPj6B19ZVsqWygxSTjjpzFyuLmsnpJbrT3OnkH18Ucub4BM6YkMiminY+2FJLg9nOZTNSefScMSSb9Dzw1V4K6608vHwfY5PCSI/UcXxuNDWtXZwyJg5Dd51Ii9UZkPmyOj3c98Ue5uVGc+vCLHJiQthU1k5GlIFwnZK0SD2xoRriwnTc9N4OSppsONw+3tpQxVM/lPhN2n/rNHc6+b6wiVlZUT0bnRboqIaw1P99B6YsaeXyWKH42yPTI5swAfZ+OeBb9nulVg+X/A4JjTEWsaUI1jwGDrNku/XlbSgY+m83Wq+mudPF8oIG5o+IJjc2hH9/WxRUhTEQJr2SFquTj7fXYnd7qWjt4sGvConQD12VNDpExXMry/h8Zz1Oj4/iJivXv70NZd/Kl0FIjzJw36n5LL9pFi9cMjHQMmrIB5MLpz4N166HM1+BuDEHP8evnB3VHSzf08ibGypZVdyCy+tjc2U7l7y8MTjJKXoh9ySIypZWUDsbQBcF394j3ZNdNtjwH2R7PpFKf2UKhLEXkp8Sy2njEnlzfSXrSltxeX1srergnk8KsDq9yAQZJY1WPt1RR3WbndnZkZQ2WXl7YzVWp4c6s4N/fFlIsknHf1eXc+7EJM6bkoynV7XQo98VU95i4/IZady1OJfX11UEPMBHh6iJC9OgVSm49f0dbChvIy5MQ2Wr5NVa2WpDq5Lzwk9lTEgJ5/jcKBaMjCYz2kB+gpEd1R1E9bEl+WBrDZEGtf/39uh3RYQYI3Gd9iIftSTS1scHfXzKIZzDvzGiQjU8/M0+nB4fp4yJp9Pp4Ynviwe1hBlt7EL20ZUIVWvB60KoWIXs42sYFTJw+5NGKQuwBgTQq+SoDqRU1M3+yrW+42KNAwd/OpWc534qZVNFOy6vjw3lbby0qhy9auDrY6hGxV0f72JDec+4v3yye0jX97y4UJ44dxzLb5rFY+eMDRSNHOaY51CD1KWAHbgJ+BooBU45XAf1S+bznYFeZ3JZsA3N3oZO2ruC+6dWlTSDOgRCYgPkzOwuD1sr2/i2sBEPCjj1P5IxuKNDWsEyZUjm4pOugL2fBx+UIFBmU/lFF/azvdpMcqSO7F4lcWdOSCAuVIMoikSFqJmRaeKymWmkR+k5f3IyMpmA1+djWnpPOdqE1HDauty8uKqc0mYrK4qauHJWOtGhWp7+sZStle3csjCbmVlRjEsKQxRFlo5NwKBWMDEtgpFxoVwyLZXLZqQiAia9ipNH95QK5caEEKZTEhWiYU+9hZPHxDEnO5K7TspjYko4J46KRRTFIE/UD7fV0jhIZu+3wmvrKpiWHoGh93dUtx0i0kF+GKxjTBnQsg88x0BPsLVBCr4PVbF4IGJHQ3MhdLUO+LboUDXVwzY0Q8JnrUco+CD4hfLVQ56jpcvJhVOT0avlvL2xmi921XP6+ASiQoYeYLbZ3HyxK7A31idCnXnoyYZmq5sf9zUFbHN7RSpaDi6H29zp4OvdDTz09V6Wba6mvOUQSyUVaul+ohouOeuP7dUdJIZrKepjb2Gxe4L/ZpY6yZqobhvMvRPSZkm9v33Z+xnu9Lng6oSS75igqWFcosHvPbqfNpuLCL0Kq9PjFyD8pqCBK49L55MddUHT1psdJEfoGJVg5NuCBlYWtXDxtBS/CJ5cgBHxoXy0rY4paSbuXpxHeqQeo1bJNbMz2FTejlGrIEyn4s7FeYxLCue4rCj+b1EOWqWcTRXt3HB8Jk2dDt7aWE1Zs43pmZFsrWrnvc01/H52hj8oUCtk3LU4jzXFzby9sZrPd9azcEQsDp9AbZecsyYkMTYpzH/sp41LCCpJHiYYg0rOg6ePYnetmTfWV7K33sIDZ4zCoBpExdZcKiVNeiGYq9FYygcc12pz8Yd5Wei6g0S9Ss4N87JotQ18Hx8dZ+S+U/MDxv391HzGJg4cADaanUHPZHVmBw3mgZ/TzF3ufscNtVpJrZQTE6oZVKBpmGOPQ1X37X31fvUwHcuvgsTwwFp3RT+S1Cq5rN/M0YGMkFcWtXDPJ7s5MT8WuUYHn17t9/Fj9wew9BmIHiWVNobEBT9AexyE6IP/1BqlDIfLyzWzMxBF6LC7yYrWMyXNRH6CkS6Xh6d+LOXtjdUAfFPQyOTUCKJD1Rg0Cv44PwtRhCiDin/1kviO0KlIjtAhlwlkROk5PjeaR5YX4fL6+NeZo/nTh7v8N+xPd9Rx3uQktlS2E65T8cJFE3jk2yJCNUr+OD8Lnyhi1Ch5flUZ501OJjXSwB0f7uKWhdnc+n6PeuI7G6u54fhMHuolwx9lUKMdJEP3W8Du8vLG+kruPqmP6nHtFim4PBwoNWBMlBQtE4feS3hEKPlRCiYPR/DdF4VKUvYs+R5Gn33At0UZ1FS2DgepQ0FUaBCNyQiNBYEvHERpqlGjYGedmXHJ4SweFYdMENhS0YZcGPrvX6uUEROqCfq76fuxEhtojnCdKmgVyagb+oqu2+Pj+Z/KeWGVZO3xwdZacmMNvPK7KYOuVAxzcEQa1HQ6PUE2a0BgQs/RCUVf9ySBzxwPK/8FY88NmtNtSGAfKeT/eD0seZLo95cyZtG7yGVCkIWLRinn9fU9ZbnRIWqSTTriwzQByrkg9dcJiFz5+hZOGBlLWqSesUlGMqMNKGSCFIy+scX/OQQBHj1nLLtrzTz+fbGUZEbg3ElJ/OPLQr8O1EfbarllYTYfbquFbXD98ZnsrZfKfEcnhvH3pSNpsbrQq+Xcf1o+5S02RsSFct/ne5iYFsGN8zKRCQKbytuoabdzXJac+DAtL186iYpWGwq5jLRIvb9aapgDIwgC3xY0cun0VGQyAY/Xxw+FTeRED9wj6tbFEPT0KAh4dNEMlKZTy2W8sraCS6alIpdL+3tpdTn/PnvgqguH6GNXdQcPnj4Kh0eyrtlR3cb8ETGEDPBnDtEEvygIfX5r/R2nMvg5WhCk388wv24O6qohCEIn0J+MhACIoigOmEYRBGER8DggB14URfHBPq9fCvwL2K/A8pQoii8ezDH+3OTESqt+HV1Shqewzswpo+MCZLBvXpBNlEHq05TJBGQC2FweksKDm7k7HW6e+L6Ipk4n8WFaaC3tCVD3s+E/sOBv8NGVUh/rt3/uEXcxZYHLRqLSzL1LR9Lc6UQhl/HuxiounpbKE9+X+IWTRsSF8Pi549jQbXcQplXyw97AVYGNFW38++wxVLd1Ud1uR6uUk2LSccn0FAQEXl9fyV9OGeFvFr9oWgqvrq30N9h7fWJQRvmDLbVccVwaz6wo5dzJSdS02zHbLawra8WgVvCvM0dTb3bSYXfzwk/lzMiM5Ms+Kx52t5f2LhdGrRKz3Y0gwF+XjDhg4P9b4p1NVWTHhEjnjx8RardKIjWHi8hMqS/1Zw1SRSj7AfKWHLldJIyH3R/C6LMgWGcbkGxoyg9y9ey3iiB6IHcxlP3YsxJviJGElIaI3SPyzsZqZmZKlvcCEBumZXedmRlZkUOaQ0Tk4mkp/P2Lngf47BiprWCoyGUC18xO5/4vexzZJqWGE3oQ6o5VbV0UN1l4+vxxNFtdhGkV7KmzUNTYORykHkZKmjpRymWY9CruWzKSP3202//aGeMTyYruZZfSVhJYpdTVCuYqSX0/Ih2XTMu+/JuodhsxRKfybamd9NQF6PZ8AjH5ZG69nxun3M+j63r6Mk8fnxDQpykIcNdJeSRH6Ll5QQ4XvbTBH3AmhmvRqeS8uk6ygvu0e6V1bk40bTYnZrub6RmRAYG2KMJHW2ux2N3oVXLkcoEmq4Py5i56a7q5vD7KWmzEGTXUmx28s7GKG47PxKRX8fnOOspbbITrlNR22PF2D/SKImmRBt7vZUlz7ZwM8uND/feZcL2K8IMolR8GajvsfNlHbwNg6dgEcgawoKn0RhI5+koidr7g39Yy5jravCYGkkWMNKj8FXJOjw+9WsEl01KIHOSaV9Zs47X1Vby2vipg+6njkxiTGHbAcVqlnNPHJ/BhL5udsyYkoRsk2FTIhX7HDeav+nPQ5fKwr6GTerOD+DAtOTEGtAeR6BwmkIP65kRRPGSTK0EQ5MDTwAKgBtgkCMKnoiju6fPWd0VRvP5Q9/NzUtpsZWVRMxdPS0EmCIgiyGQCKhmcPj6RRouDFJOOrBgDP+5t5vUNlf5gNifGwOiEYJN1nyj65eVfWl3OJTP66dPyOKXSIpcVNj4Pc++SHvZkCojIoHXvTzzUqOSTAmmlQikX+NeZY4gPU+MjCbvLi0IuIyfGwP8t28nWbjGluxbn9vs5K1u7ePz7Ym6an8X6slZ/JlirlPPvs8cQpuu5MeXFGVH3Um7z9qN46vH5kHWXLFW1dXHv0pHUtNtxeXzIBPj7l3t4+KzRGLVK/rOiFKVcOICEuMB1czNxebxMTTcxOvG3bVoPku/ZcyvLuG5unxVTs7Q6jn5oD/BDwpQteTH+nLQUg9cNYQOrGv5PGJOkJ8rGAmlVtR9iQjUU9EnwDDMABR/DrFvB6wJBJv0Na7fAqDOGNNwj+jhzQiL3f1HoL50clWBkVmbUICN7zeGBT7bXcuvCHBxu6ZrYZnPRYBl6CbvL4yPFpOf2E3LocntRyWXoVPJBTed7o5AJLBgRyw1vb/MrtJ49MRFdP6sJwxwamyvauPi/G/0tMFPTInj1sklUtXaRGK5jVKJRsobbj7ePsIvYfR9e9xTM+j++VJ3MTZ9VIIpuoJjzJidhjx6DrmkDyJWo6rbxO8MzTFx0EVXyZFS6UESkICEz2oDF4UajlPOfFaXEGjVMTo3gw2tnsK+hE61ShlImBPk9Ari80nkqEwSc/egveLw+rp6djk4lp6q1i6lpETzxQ3HwPB4fCrng//9xyeGc8/x6fzllToyBWdnRvLCqDJ1KziNnjSE+TMMT546l0eLEZFAh6y43HubQ6bvSvh/PIG4FHQ6R5zpP5qI50zF5m2mRR/NKeRgXOweWJrd1P/v9q1cF2h0n5tI1iOWN+wBaH65BrGScXh9mu1u6xnq8aBRytlS292u5FTDOLY27ZWE2DrcPjVLG1soOHMeY5ojL4+WtDVX8/YtC/7Z7Th7BRVNTUA6iYDxM/xzN8H4yUCKKYhmAIAjvIPW29g1Sf5H4fCKvrCknNzaU+78sDHjt5UsnMTe3xyPP4/WxsqjZH6AC7Gu0+m1YemPUqvj9nAxuW7aTji43oilbCgbyTpKC0JpNUm/Mmsdg9Lmw9VX4/l5psMYIU65mT+RiPvmmx/fK7RV5ZPk+LpmewkNfSxcnhUzg2rkZ/gAVJNPzcUlhbOu1LTPaQIPFwZIxcSSEaVlX1jOv3e3lv6vLOGVMAjqVnJhQNbFGLZPTIlhfJpWCJIXpiDSoaOnlabgoP5Y1xS2cPTGRCcnh2N1e3ttcHVB298n2OmZkmDhzQiKfbK/j6lnpFNb3qAzLZQImg4r7vyzkkbNHkxVtQKUYLgX5dHsd0aFqMqP75Jdqt0srn4czExkSKyVHOuuCrZOOFmU/SgIxRzLDKgiSWFnxtwMGqdVtw+W+Q0Gu0iGOWIqzvgBnyhwEQLvrDeQTLh7yHKFqGV/uqmd8Sjhjk8LweEW+3F2PfZCHpt6E65VMSTOxraqdvLhQbE4Pq4ubmZ099ESOWiHnr58WUN/Hr/mp84duhWRze/jn13vp/bz63uYaThgZO+Q5/FibwdYkqcCHHML4XyE2h4d/fr0vQKNhfXkbl85I5aJpqf0PUhsgaQpUd4vDiSLM+APIlVTqR3H35zUBq5Nvb6zm5HMXk5syE9P7pwEQWvYFM+pWM/Hst/moXsWfPivi5gXZ/PtbqVVGo5Rxyph4dlSb0SrlROqVaJOMKGQyzHYXc3KiSOpuo9lQ3sbG8jZmZUWxtaqdM8YlEKpV8uG22oDjODE/DqNGSXy4llijltOeXsN1czPZWN6jXiwIkrjMR9ukVapr5mTw4dYaf4AaZ9QwOyea0YlGTh4dyxe7Gnh5TQVjEo3YXF5E0ceO6g5CtUoi9GqSIiQV6gaznY4uN1EhakzDFU1DIt6oZXxSGLlxoUQYVLR0OilrsRIfNnAFRXy4jmqrjPfasogwjKSlw0mzy0xM2MBWK14f/vNvPw8v38ebV0wZcJxaIWd6holTRsejVcuxOTx8vbu+37Lc3oRolNR12Pm+sCeBm58QOmi5b1qkHqvdQ32HgwiDiroOOw63h/TIw6jefxgoa7bxwFd7A7bd/2UhMzJNAYKjwwydoxmkJgDVvf5dA/T3SzhDEIRZQBFwkyiK1X3fIAjCVcBVAMnJR3DF5CBweX1sq+5gY3k7d52Ux4p9TXh9IkvGJDAlPVAwwO7yUlhvCZrjQD1sC0bE8OR54/hoaw2iowTyT4M1j0sBQfYiqbzS1gIKLcy7RypLMmVDynQo/YGWpFOBioA5q9vtpJj0qBUynB4fBo2CNmtgkFzZ1sW0DBMj40PZUWNmZHwosUYNRo2C4iYrJX18zzRKGSePSeCVtRWUtdiIMqh56MzRuD1eZmSaeP6nUl5aXcb9p41iY3kbe+otzM2JRi4IzM+L4eNttVz40kY0ShmXz0xje3UHa0qk/trCegtJ4VpOGhWHUaukyeLgb0tG8MXOeoxaJQtGxLCyqJnbT8hhZ7WZTruH6ZmRZMcc8uL/IXOsnJ+iKPLMihLOmtBPb1/tZkml8nAiCJLnau1WyP0ZglSfF8pWwsQrjvy+4sbB2sfBc430u+uDqTsR4/L4BvWAO9ocK+enH1sb1ugJKItXEPrh+SBTYpt0PWJIOkN9BGnr8jIt3cS6slae/KEEjVLGBVNS8PiG7pfcZnMxPy+Gh5fv48kfStCr5Ny8MBu1YugJD4vTHRSg7p97yHPYPVjswSsZ7QcxByAFVB9eDe3lklbB0mcgY+6RTeAcBo70+Wl1edjXGHz/HdA+w94B+adDygxo3icJUm17HbrasMx7DWs/K1brmuT8eaeDB5b8yJTNN+ENS0UeOxL1e+dxWuYiDCdeTpFLOj/1Kjm3npDDy2sqeH9zDdEhaq6dm4lKJvDY98XccWIupc2SEq/b52NhXgwvXTyRToeblk4Xd368m9EJRp44dxzvbarC5RWZPyKGCL2Sa9/aisPt4/7T87G5vPywt4n/W5TDin3NaJRyzp6YyObyNsYmhXHBlGSmpZu46L8bARibFMZxWZH8d3U5z7u8TEoJ57aFObywqoyFI2O486NdKGUyzpuSzL6GTl5ZU8H9p+cTolFy+7KdNHU6SY3U8e+zxzL+UBSqj1GO1Dna6XTx+7kZ3POJlOhKDNdy79KRmLsGFggq6VRw7dxM7vik0D/ugaW5lJkhcYBbcYfdFbR66/aKAQso/WF2uLhkWgp//WyPf39/OWUEHbaBx3V0uVgwIoaxSWHsrrUwOtFIuF41qACSyaDm2uMzueODndSZHSSEaXng9FHHXDl5e1fw9+nxibQP8n0Oc2COracn+AxIFUVxNPAtBxBlEkXxeVEUJ4qiODEqaujlXEcSjVLOaeMS2NfYyQNfFuLqLl8I0ypRK+Q4emX0Q7RKFuTFBM0xqp9yX5BWNBeMiOHpC8aj1ahh5T97ereKvpZKLGu3gbkSfD588+6TgoXG3bj0saQag3MRU9MjWF7QyClj4tEoZYxJDGNMUhjT0iOYmRmJSi7D5vTw/uYavitsIj8hFJ1KzmtrK3H7RN7aWE1Inz6r08Yl8MKqMsq6e/GarU6ufn0LoVoV/11TgdsrlS7f/N4O8uNDWTI6DqNWgUYpY3VJCz8VtwCS39bTP5YyPaNnBWNGZiRbqjooqDMj+kRqOhx8ur2WC6elsHBELO9trqGty81j3xXz6rpKtlV38PraCuyuo18OcqycnyuKmhFFgsuevW5o2gMRmYd/p6ZMqN54+OcdCvXbpeoBw2EsYT4QmhCppLhyfb8vK2QyIg2qY1Lh91g5P/1EZiAUfopm74fSCpXXhX79vxEbdg15igSjlup2uz+p5XBLAiB9r1EDEa5V8sKqMjZVSKtMNpeX+z4vxOYceqAbqVMzoY/VhiBA8kGYxyeGa8mICgzPFTKB1IPxSbXUwXsXSwEqSLY+714gaRoc4xzp8zNCr+LkUcFP7r1V7vfjcHulUkttGNjNUgI4az58cQt0SVVEca0bSYkITFSpFTIUMoGyFhs3f1HHl+Of52nt7+nq7ICECaj3fsw05yoSuvs3z5iQyLMrS6nqrr5o6nTyz6/20mJzcuq4BKra7TyzohSX14cowjd7GtlQ0cbK4ma2dHu67qw184d3trFkbAIyQeChr/fypw93cc6kJOxuL7tqzOTGhhCuU1HabGVkQigaucCYJCN3njSC966eymnjEogKUXPx1GSOz41m8ahYnvyhxF9Cv6mync2V7Vw6I5VlW6TVY5fXx6trKySxRbeXokYr17yxhaZOKeivaOni2je20thP8uaXypE6RzVKBbe8t8Of6Kppt3PLezvQDSI6Fa/xcON7uwLG3fjebuL1A5f7xoeqCNUGzh2hVxEfOnDwF6pWctuynQH7u33ZToy6gcclhOt4ZW0FxU1WZmdHsbfewpvrK/2/gwNR1Wrjhre2Ute9v9oOOze+s+2Yq1ZKDNcF2eKE65SDfr5hDszRDFJrgd5LOon0CCQBIIpiqyiK+9OZLwITjtKxHRZOzI/j3EnSR9xRbWZ6hon4MA13fbSLM/6zlpdWl1PXYcdid6NTy1k4IgZBkG5oF09LCbKqAcmK4K0NlZz57Fru+6IQb2Nh0HsoXwljz4OU48DjQPbtnYjNe2lPX8K1Tafz1i4bD56a6//xjE8O47zJySzbWsOsrEh+PzsDs93N17sbWDouAb1azh/nZxGq8PDEkiS0Sim7Ni45nN/PTmd1iRRM/ri3ievnZviVirOiQ4IUCV1eX78CMu9srmZ1aSsxoVpKW2ysKmoJek+L1UmIRsH8vGimppvIijbwyfZ6vMD8vGi2VptZXdxCZZuNzZXtfg86gDUlLbh9Is3W364FzfMry1iUH4vQd+Wkea/Ui6oa+oPzkDFlSgGw9yBXfQ4HpT8eXS/IuLFQvPzALxu1wV6LwwRhb6nCUPxJ0HZ59dohz9FgcQSJvIEkjjNUWrrc/NTPdajqIB6EOl0e/jg/izHdiaEwnZJ/nJqPxzf0ZFliuI5/nJpPTncVSJRBzSNnj2H0AIIkQZhrgiwpcHdJfp6/cZRyGVfOSuP4XCm40Kvk3Lt0ZMD322Zz8sGWGs55fh03vL0Nc0cbhCVCSxFYakHsSVxE7n6RJ2c6yYqWgtzoEDW3npDDO92q+LUddhxegRNSBTQNWyXtiNn/h6mrDFtnJ3edlEe4ThlksWF3e1HJ5USFqCltCrYgWrGvKchWzidKFVDrylpxe0UsDo/fYUCrlHPOpCSmZ5qobrNTUGth6bgETAY1ggBbqzq45o0tvLOpipoOBw1mB/21SP5U1MyIuFD2NgT+tipabcSGahDBr6OxnwaL46CsnH6r1Lbbg54D27vc1HYM/N21mDv7HddqHvj657F38shZY/ze9MkROv515mjc9oHHNXQ6+91f4yD9+8kROl66eBLZ0QZ+2NtEbmwoz188McgVoy+1HcHfS8cQvpejTVKEjqfOG+f/PpMitDx53jiSDiJJOUwgR7PcdxOQJQhCGlJwei5wfu83CIIQJ4rifnWAJUA/EdmxS3yYlr8tHcmVx6Ujlwn4RJHTnlnrL2UoqNtDZauNO0/MpaK1izabi+vmZuL1inxT0MDI+MAVL1EUeXdTNQ8vL0IQYF9DJ1fOSyCt744jc6GrHdpLYetrAAj1Owgv+polk17jxu+6WFHcxnPn5LGl3sGOajNrS1qZmh6OzeXl0e96hBRWFDVz28IcHvx6L88tiWHaFyfzwfgbed69kBve3sb5k5LIjQ3lp6IWNle2s3BkDJfOSEUmSCrFepXcn3XdT0Q/JRn58Ub21JlptNjxeHxkROuDAsqR8aGEqCUp9v+sKGVPd4n0nnoLoxJC+frG49CpFeys6QiaPzPagMfrI+Q3Kntf1NjJvsZOrp3Tj8VM3bYjs4oKUuBriJEC1bixR2Yf/eFxQM1GqU/saBGdB4Wfgq0Z9MHZ9KhQNeUtx1am91hEqQ/FHj0ObXNgL483sn/htv6I0ivJiTHQ3Bl4DUkY5OGnNzqlnIxofUCvO/R//ToQYVoFb66vYMGIWC6bmYbb6+PNDZXcsmDon8Xu8rBsWw1nTkgkOlSNy+PjlbXljE8OH/rDjjYcFJpA32JBOLxCab9g0iINPHX+eGrb7WiU8qDv9bMd9fzlU0locEe1mcWxOk5RN0qiXvI+/ZUeB6PX38zzZ3xNlV3Nt3tbePL7Yv9DtV4lp6ixkz1WM3+yNiFr2gXVGxEXP8ysxDiufXcX183NRKuSYXf1BHeCAMkmHeUH6EkcGW/E5gxObPcWKpTLBJQygTk5UWyv6WBWVlRAz9yG8jZeu3wyBrWCC1/awOnjEnl9fRUl3UHxovzgPuasaEO/vr+xoRrabC5U/djuaZVywrRDr2r4rRITqgmyKlLKBWJCB+5JjTD0Py7cMPA4nU7HvZ8UMSMzkkiDmqZOB0//WMKDS7IG3p9O1f/+BlEFbrU6+etnBRTU9TzLFdRbePnSSQOW7obr+9/fwVybjwatViePfdfzfTZ3Onni+xJGxBuPuWP9pXDUVlJFUfQA1wPfIAWf74miWCAIwr2CIOz3i7hREIQCQRB2ADcClx6t4ztcqBVyMqINpEbqKWrsDKq1f2tDFQ0WJ5fPTKO02cpTP5Tw/KoyzpqYiEou8O6mKnZUd9DR5WTFvma0ShlPnjeOWxfmcOO8LLyJkxETJvZMqAmD8ReCUh2srOq0kCOTsrnNVievbGpkQ3kby/c08vH2Wm5bmMuLqwLNnr0+kQaLg1Ctgv/ucrP8+C+oSDyZl9dLkvdvbapmXFKYP1Nkc3p5+sdSnvyhhGdXlnH17IyAlqfzJidhtrtJ71WqFmVQMyYpjKtmpfPYd8XMzYtmUX5sQEA5OS2c8UnhNFgciCL+AHU/u2otWJ0ekiJ0jEsOZ2ovo3CDWsGi/FhOn5B4zPUsHC1eXVvB3Jyofn16qd0srXgeKUyZUL3pyM3fH9UbJJ9W9VHsQZYrIXaUtILbDzEhasqag1dAhglEcNrwjj5PEvfpxh01EqLyhjxHi93NiaPiAq4hY5PC0B6EIq7L4+OWhTloeo05LiuSVNPQA12r08uH2+p4ePk+/vDOdm59fyfbqsw0HMQqUk27HY1cRlSImvpu248lo+P9gcOQiMiAxQ8H9p8e/2eIzBn6HL9y2m1uSputrC5pYUtFG87ulpxWq5NnVwaWRT+23YddlwBTroGq9TDuop4XZXKY/geeW9dAqLmQCLHdH6AKAlw1O4NPttfx6nYLtVkX+IcJu5bhsHeiUynotLu5aX42Ny/I9ldjXTQ1hfWlrext6MSkV5EX23Nti9CrGJsUxrQMU0BQOi83muLGnvPkshmpfLmrgTGJYVjsHtb3Ejrcz7sbq2jocHDN7AympkcEnGdlzTa/rRNIAfA9s0IJ0SgCApLsGANur4jd7cXZXU3g/5wC3HfqyIMrV/+NYnd7uGxG4DLEFTPTsbsGVttNFRq48/jAEvY/z08glWBF6N50umXsqDHz7qZqnv6xhPc317C1qgOLe2DRSZfH2+9xugZR6S1rsfkD1P1sr+4Y1K4tI9LAXYsD7wd3nzSCtGPsnCpvsbGlqsP/fb63uZqNFW2Utww/BxwqR3WZSRTFL4Ev+2y7p9f/3wHccTSP6UjSX4CgkAvIZQIj4418fN0MipusGNQK7vhgF+XdpYFymcC/zxrDXz8r4OrZGdz4zja/Yt+n0Qa+Oul2FPXbJBl8bYS0eqWLlDK8nsCVBK/Q8ycWBIHTxiawqrgFpVxGpEGNThV8jEq5DK9XRK2Q8ewWK+OSw/wCSwA3vbudv5+Wj0wQ8PTKbDVYHHyyvY5bF2YTplXh9Pr4encD726q5vwpKSwZG49Jr6LR4uTHvY08fOYYnr1wAha7i7y4UB4/byztNjfhOiWjEsOIClFz5+I8dvRSF+6NvPv7jQ/T8uT54ymoM9Pe5SbSoCLOqAnq6/qtYHN6+HRHHQ+cNir4RacFzLVH1qIlKgf2fAxceeT20ZeS7yF29NHb337ixkqrqf14psYaNawsaj76x/RLQyZDv/VZOhc9gc9pRZApkIluDNU/QvbMIU2hEGS8t7mai6enIpeBXBCoauuirmPofXCCTGBVUTMvXzqJytYuDBoFkToVhQ2djE+JGHwCQCYIKOUy3N7AapL9FltDQaUQiDFq+OO72/3bZmVF8seksCHPgUwGo86WkigdVZJwUvQIUA77rALUm+1c99ZWtve6tzx9/jhOGh2PXCYEBH4ApS0OthtmkqBJJiLFhspnRxWeAmojONqh6BtQT8BpM3NV+6uMOvdf7GiSLIg+3VFHvdmBTiVH7utpgxAVamQyBbOzo7j7kwL/9slp4Tx2zhheW1dFrFHNWROS+GpXPeOSwzkhPxadSs7ktAhuW7aDDpuHa2Zn4BNFFHIZmdF6yppsPHTmaLKjDYRolExOjUCnVrB8T0O/6qsymcCj3xVR3GQNCC4BPt5ey+JRsTxzwTicbh8jTZBMA//5tp5zJyWjUshQKWQkhGmwOr28c9VUcmJCUClkzMqKoqnTQWK4jqxoQ3DbyTBBuL2wobyVmxdk4/L6UMllfFPQwOS0ga8/ao+F881vMuG8y6nvggQ9ZO97BmXS2QOO8x3A51sY5HrlE/s/zhmZpgHHHWjWwS6PSoWM8yYnMT4ljHqzgwSjlqxYA8r+kvA/I4oDfBCF7Ng6zl8Sv81ayKNEXmwoqSYdFb1Ue288PsvfRJ1i0pOic/HJ7jZ/gArSaubzq8q4bm4mr6ytQBSlbOQpo+NJi9SzRVST1/oFobu6daUW3CuV+U64FNY+0TNPSCLNmgxeWtCOAg/qmBD+s7GWCcnhLMqPJdmk58Z52Vz52mb/GL1KjlGrpMvtZcnYBO74cCd1HXYumJLMf1aWAeDw+HhkeRHvXDUVmSCQGK7196KWNltps7np6HKTEK5jY7mUuX1jfSV6lZxr52by9IoS3rh8CqE6FdMzD1x+5nB7qO2wo1TI+MvJI3jw673+QHnhiJjA1dkQNXNyog801W+KL3bWkxsb0r/sf/0OiEgD+RH86YfGg6MTrA1gOAq2Fw6zVF6cd/KR31dfwpLB54bmIik470WcUTtohngYEGUqyF5ESOnnEJYklVTW7UAcc96Q5zCo5VwwOYXbP9jp3xaqUXDG+MQhz2HSK8iINuBqr2OqvBEPBt7brWbe6JQhz5EdY+CKmWk88UOJf1tiuJa8uKHbD1jsHp7+sSRg20/FLVww5SATS0o1qENBFyEJig0HqH721FkCAlSAv362h0lpEUSHaLh1YQ7Xv73N/5pRqwSFmk31cuaYfLSoU0jafAfy8RfCtjdh3PncYWqhzhWBUmckt+Ez7t0xiur2nqTxH6aEkrDnJekfgoBj+s1YRTWCYOPymWm8u6kaq9PDxvJ2ZmRGsb26ndcWTOG6t7YGVWS9ccVkrp+bxR/e2c7j30vtOmE6JVfPSidD3sDxRh8aXTxEZJARLsfZWs3EpBBSoox8u6fRXzapkAmMSQzjsx3Sitvehk6mpkcErLjKZQKzs6LR+21CErn8uCYuebmnWkarlPP+NdPI7yX+OL6PgNgwg5MYriZUowywhTk+L5qE8IEtfERNOFqvlbEtnzNWALpEELz4tOEHDAxB+ttOzzCxtrTVv21OdhT92NkHoFcrMKgVAcc5JzsKnWrgFVitSh60v9nZUWiUg9sFalUKxiaFM7Yfs4JjhfQoA2dNSCAqRINMJuDzibRaHaRHHVsrvr8khoPUI0hCuJb/XjqJlUXN7GvoZE5OFFPSTD1Z9bYK2PMJ7fbpQWObLE7CdUp/j9W1czL5qaiZT3fU8TiwIOd8/nrqEhLK3gdTFrSWQHOhVNLVWIAYmoAzZylT1j8jqWYC7pjR/G70g5j1qf4Ab2aWibeumMLygkZCtAoyow1srmjnjhPz+HRbDTcvyOafX+9jT30nT58/ntUlLWRE6ZmTE02KSZrj1d9N5vu9jRQ1WBmVaCQqREWDxUG4Vsmrv5vEt4WNhGgU5MaGsrfewrtXTmXsIHL07TYXz6wo4cXV5Yii9KD33EUT+Gp3PRNTI5iRERlotj6Mn7c3VnF87gEC9prNUingkUSQSfY2NZsh9ygEjmUrpf5Qxc/wEC4Ikh1NyXdBQWqUQU17lxu7y4t2kJv3bxnRZaMrJA1dwwsIO94GwJt3Kl0KI0Mt3u50eGi1OXjq/HGs2NeMSa9iRqaJosbOARNhvemwezk5uoWITy+RhIcEgRsnXk+p53Jg4BWC/chkMs6elESKSc/qkmbSIvXMyo46qCDV7vYGCc+AVEp8UBQthw8uA2en9NtY8iSMPP3IJqh+IXQ6gi0h2mwu//c+Nzea1y+bzPI9DcQatRyfG02yq5SpZX9BkB2PtukzWk94BlVrAcYT/4nw6XUYu9owyhS45tyDURvDf+fL+KkjieJ2L/kJ4cwwdeJVnIbC2YE19wzeqI7mX99txOsTiTSouGVhNg9+JSViQzUK3rt6GpGG/u05LF0e5ufF8PKlk/h6dwORBhWZMQZmiVsxfXW1JJKl1Eq2Q61lqFf8nevzr2K77AweOmMUu2rNqOQyxiaH848veqQ/vt7dwO+mp7IoP5YtFe1MSotgfm7vAFViarqJd66ayvKCBkI0SubnRQcEqMMcGjanj9/PyWBWViS76yyMSjAyMj50cIVxeyukzYTld4PbDio9LPw72FoHHNZkcZAeZWBsUhgVrTbSIg202Zy0WgcWPmy1OoPGtdtctA1iQdPp8JAeZWBccjjlLVbSowy0WV109iMa+kvEoFYwKzua25ftxO72olXKefis0Rh+o9ooh4Phb+4Ikx5lIP1AZadFX4Grk3x1sCrlSaPj+GR7HYvyY9lY3oa5y8WuWrP/9Z9K26kdE0NC9gngtCAmTUEo/lYqe4xIQ6jbhtyUg7o7QAVQNu5kcvvnvOy4lM931PLw2WMxaqXVzOmZkazY18T/fbATpVxGTbsdQYCxKeHcekI2bVYXc3KjWDwqlpZOZ4D3Y0a0gYzons/o9Hix2D3o1HL0KgWze61wLh2bMKTvbVetmRd69cvWtNt5fV0lT50/fviBfwAqWmyUt9oYmxzWz6si1G2F8Zcc+QOJzJZ6t45GkFryHaTNOvL7ORDx42Dd0zD5SpD39EDLZAJxRg3lLTZGxA8beR8IURuBsO8ZhMYeyxl54ceQtmDIcySGaeno8vDPr7dx2rh4tlW389xPZTx30dAF4hO0XhRf/k0KUAFEEcOmJ0lJmQXBcnUHPpZwHYkTdJwxYeiruL1JNekZlxTGtl4rfTqVnMzog2hfaK+AD6+UAlSQBJQ+uRZi8iFmxCEd16+JzOgQFLLAdpXTxiUQGyqtWOnVCo7LjuK47B5BNHHFNwj2NmgtRVe1Ep1GAUlT4Js7/XY0+DyofrgH1QkPELr5X6Qc9ydUJp/UK1+xFlqKwWlhb107Dy7vEehqsbp4c0MVi/Jj+Xp3A/nxRiamRmB3ebl1YTZNnU7WlLRS2mxFrZCREa1Hr1YglwlsKG/F5vLytxlaTGuvkQJUkIKVj38P028AUSSm6C0my8GXNJ0zFp3A9gYna0pbqO/TL222u/lwSw1Wp5cV+5qZlh6coFEr5UxNNzG1n9eGOXQ0CjkXvLgBvUrBqIRQnl5RjMsj8sHvpw0yMAzev7RHKM1lkwLWiz4ecFhmhIL7Pm/EbHcTZ9Tww94mIg1qLp8SN+C4BKOK7/YEj7tw8sDPdykROr7b00hubAgTUsK7+zVtQWXmv1TKW23ctmyHP9lld3u59f2d5MWFHjgOGGZAhgulf05qt+Jrr2TUrgd5YXEoaSYtoRoF106N4LyJsejUCuJCNVw6PZWdvQLUtAg1n57oZsL66+GLm6FiNcKs2xFHngYKDR6NCfeif6GuWh20S13Fd8RqfXxb2Ex7n6zXjuoOGi1Oatrt6FRy/nzSCDaUtfHcijIaLA7Kmqw8/n0xCx/7idOfXct3hY24PIHZ/eLGTv5v2U6Of3gFV766+YD9pIPRn+3DurJWOrp+BmuTXxAfbK1hWrqp/x6IjmoQ6VeJ9rBjypJW9t1HWCK+oxLsbUdWCGowtGFSiXNVsGdqvFFL6bB40oB4OlvRVf0QtF1Zv3XIczR0OpmVFcllM1L5fm8TDWYnD581GtVBtMGJ9nbUNeuCtis6a/t595EjOlTDX5eMZNHIWLRKOWMSjTx34QTGHExPqrUJHB2B27xuyS91GEbEhfLK7yaTFxeCXiXnoqnJ3HB8JirFgROgQuUaiBkplU7nLZF60S11PV60vVFqcEy+Hruokqotvv8LbH8TQuMgOpc6d/ADa0mTlVEJRv55xmjau5z4fCJbq9r5ancDH2+vZWySkT8tyuHVyyaT3W1PVN3WRUVrF82dTgzuZik46Y3HAYjY46fyxbR3WFp0Iid8pefZNdW0dbl4f3M1dyzOIyPKgEGt4IzxCYTrVeystVDWYqPT6RnUVmSYw4fZ4cbp8dHW5WJlcQsdXR66XFLSf0A6GwKVvEE6F/raUPUhx1PME6elMSbJSL3ZwcTkcB5bkkKmp2TAcbZOC38/LZ+x3eMmJIfz1yUjsXWaBxwXF6blsXPG4PWJPPdTGTJB4JGzxhA9iHrxL4UmiyOoCsbu9vo9g4c5eIaD1J+T+LE44qehbt7JgtXn8EHGFyyfvI0bjGvJiYvgkbNGkx0bgtfrZXpGT8byb5O95Hx/KfKmArC3w7bXYfcyhOiReE/6N8KUq1AuuxjCg3uYOpPm8MzaekbGhwbJhef0Ug+8YEoKT/9YwobyNjqdHr7c1cBty3ZQ2dpFe5eb0iYbV762mV01PRclc5eLW5ft4OPtdXQ6PawtbeXi/248JK/IpD7m6ABT0iIwDiJx/ltGFEU+2lbLjAOVN9Zskspwj4aAhVIDYSlQv23w9/4vFH8riRf93MIEB/BMjTNqDsqr87eIIsSEL+W44O3x/Qh/HYAYg4o1pa0U1lv4+9J8rpqVzj+/2svBFJHJ9BG44qdKv4+wFGl1AvCExA888AgwJimMR84ezafXz+DFiycGrOgNCUO0FEz1RqaQBJSGQSYTmJkVyTtXTuW7m2fzl1NG+ttX+sXaDLFjwGGRxAo3PAu2FmnFOqyfnmWHGZk2HJVSAR9fJfmrdrXBlpcBgXht8JmZEaXH6xPZUtFOnFHLnnoLl/x3IwV1Fix2Dx9sraWqrYsJKeF+EaL9KvsAjb4wUPZRolaoAYFtubdw3ddmqtq6aLG6ePCbYkqbrXTY3TyyfB8j40P5x6n5FDV08tLqnqBbJZcNan8yzOHDqFEEiXZplXJCtYMUPYbEdf+te6HUQcggmhD6KCZ/MINnM9bz2fkxPJ2yiokfzgTDwNcbnV7PDW9vZVSCkftPyyc3LoQb3tqG3jDwamFJUyc3v7eDVSUtWJ0eVhY1c+uyHZT/ShK50SGaoL+fRikjOmTgnuJhDsxwkPpzkncKm4WRWNMXg8tGxM4XMZV9yib1VLrcXjrsHu74cBcPLS8mP8HoLxlM9lZBX3P4PR+D04zcY0e+5jGp5KezETLn+d8iRo3gp5CT6bB7+fup+Rh1gfYs41PCObO7RE2rktFqC1y13NtgDQgeRZGAFd7qdjs7qgMzaWa72y8es7fewrMrSvn753tYW9qCw33gR8hRCUZ+NyPV/+84o4bbTshBpxquUD8QO2rMiCIBglIB1Gw6uiuOkdlQufbIze/zQOkPED/+yO1jqMSOhJZ90NUSsDk+TMu+hl/HDfhIIXe0IovMDOzpzZiHTBj67anO4qCgzszsnGhWFjVT0mTlkulp7GsYeoKgw6OicfaDrDz+E+6Ne5qXRr1B4dKvqNH8PLYterWSrJgQog4lSAhPhdOe6wla5CqpJzXy11FW979Q1dbFOxuruOfj3awpbUWpkAUo8Vd3v/7nj3fz5c56Wjqd0FYmJS/yToHdy3om270M5v3Fn9BAJodp10HhZ6ja9qLsKCNIhabwE3LVLdw2P92vahquU3Lh1BT+/W0Rn++qI1yvorjJGlCODPDe5pqAlc1RiT33yUe2eKia86jUiwpS0LLkadCEs7o5OOn77qZq7jl5BE6Pj0931PHUj8VcOTvDb8GkVsh46MzRx5zNx68Zp8fHDcdn+QMdjVLGDcdn9tujHoCjA2bd3hOoKrUw+3bo6hh4nCmDfeev5VPVSfxnF3yqO5Wi89cOqlvhFuVcNyeLV9dVctN7O3hzQxU3HJ+J0zfw81l5s406c+CKb3WbnbJficBgWqSef589xv/3Uytk/PvssaQOlAAbZkCGn/h/TsKS2et08qF4DUuPuxi56GZNRzgVpWqmTZahUUheeTXtdm58Zxt/OXkEKaFyDPbgUlj00eDqgsg8MCZA427Y+ipkLYQ5f0IMS6El5jgiurR8Ok5PQnjwTSs6RMNfTxnJxdNSaLUGlyf0J6/d26Bbq5SjlAu4vYE3Vr1Kwb4GC2c/v85ftvLi6nKeu2gCJ4zsP9MXoVdz2wk5nDE+EZvTQ4pJR6wx+JiH6eGT7bVMTY/oX+rf3SX1Q+WffvQOKHqE1Kvp80irOIebmo2St6ZhaMI4RxS5CmJGST3ho8/xb04I1/LV7uESy4EQFTrEkh8QEifBiKXd6r7bEA6izFavVjA7O5p7P9/j3xaqVfDwmWOGPIdWIePNKjUPL+9JKkSFqPn32b/QB4zsRXDNKqkk1RAtleDLftv9/M2dDm54ays7uiuAXltfyZXHpXP7CTkoFTJaOp384Z1tbK3qAOD19ZVcMTON2ydFoFr3JJzyJBhipJVRkEoq28skZX25AgQ5FH4mqY1PuhK5t58yP0MshvSpXBGayohEE1uq2nG4vTz6bRFOj49Uk44QtQKDOvhvFaFXBazU9L1PakxayJkglXUbYqWkpMdB9PoaINCfMiFMy8IRMXxxw3GY7S6SI/TEh2nIjw+lweIgyqAmPcqA/CDsk4b531AqZLyzqYorZ6X7cxuvr68c1LlAkMml573pN0gtPQAbX0BY8tSA4xqtLh5Y0cyKbqu0D7ZKzgn3R8YRGXLg5JhSoej3OGfnDLwCq+9HQEgQ+t/+S0QmEzgxP47c2FAaOx3EhGpIM+kPyoJsmEB+HWfGLwhRFClpslLR2kWYVlICe/anCj4u9AFyVHIrb105EqVChsmg5s8njeDqN7bg88E/v97HH+akUtoVzUWmXFSte6VJBQHf9D8gs7eCtR7GXgilP4LXJZUg1m1FOPdtouKSGKxozKBRkByhw+MVOWVMnF+aHuDK49L5bk+PyFNSuJZxyeGY7W6KGiy0d7l54txx/PWzAhot0s35pFGxZMUY+GJXfVBfxaPf7mNauumAKr06lWJYMXCI+HwiX+ys57YTDrDqU78dwlOOrgKuNkwKIht2SeJCh5t9X0HC0IVxjjgJE2D3BzDqLCnQQupJrW634/b6jjlPt2MFRUgU4uQr4N0LpWsWgD4Spt045Dm0KgXvbKwK2Gaxe6gzD70n2iOKvLquMmBbc6eTln4SdgPh8/nYXm2mvMVKuF5FXlwocT9Hgk0QpCDl5+zXPsYoarT6A9T9/HdNOWdPTCQrJoSixk5/gLqfl9dWcM6E6WRNuwE+/yOc+RJUr5d6fAFKfsCbNgf5yvt7BmXMw2NrRZG9AMLTevpWBRks+BuYMlAD6VF6/vZZgd+mTibALQtzMOpUjIw3MjIulIJ6C4IA50xMYnqGid21ZjKjfSRFSKvkwffJrMAVc5WOGTlxRP1URXP3uayUC1w3NwODRsmI+MD774Bij8McUTKiDczJjuKpXhZWl89MJT1KN8Ao8IalIU+ZifDTw/5t4oTf4Y3IGPAhf2+D1R+g7mf5nkYumZ46YJCaEaXn+NzoPseZRsYgVit5sSGcOSGRZVtq/NvOnZREbsyRO98cbi/FjZ3Umx3EGbVkxxhQD8Hy5lCRyYQgMdFhDp3hIPUos6akhctf3ez3+zx7YiJvXTGFPfUWXB4fIxOM5PdSAp2TE8Wya6axt6GTKIOKkmYr/1xjRT7zn8zIr0LrsdCqzyI9ykSIp116yFMb4dy3oHmfVP4RPw4SJw7p+Jo7Hfztsz18vrOeJWPiuXVhNmqFnJzYEPITQjlhZAwF9RZC1ErGJBoJ1Sp54MtC3tlUDUjlDU+cN46WTicxoRpGJxoJ06lw9lOuYnN5/X5tw/xvbK1qR6eSkxh+gJtZ1QZpJeVoEzMCKlYd/iDV2iB5k45Yenjn/V8wJkorVQ07pR5VQKWQ+lHKW2x+sZNh+iFpFuJ570DjHlCoEKPzkaXNGPJwr0+kyx1s0eLxDv364vGJOFzBcwzmGdiX5XuauPHtbbi80jVv6dh4bl+UQ0LYwA+awxx53N7g+5DXJ/rLai39WNN4fSIeZDDzj5A+G7rMcO47iM2F+BRauiJG0oiJ5PPGIW8uBG0EXmMSytgR0gr2RR9C7TbJzzluNMT1rO6nmPQ8fcF4VhW3YLG7MagVPP1jCXFhWkYlGHn24gnsrO5ApZDxxPfF/vtslEHNq5dNHrJqeFZMCO9ePZUd1R04PD7y40MZGT+cAD7WEEQYlxxGjFGD1eHBoFGQFKZDGOQapIjKxDP5KuQZcySBxLBkvKYcFBEDezy7Pf2XEfcVxOyLTq3gD/OzmJsTTVVbFykmHaMTjWiUA4cU4QY1N87LZHZ2JNVtdpIidIxNMhKmPzI9my6Pj/c2V3PPJwX+bX8/NZ9zJyUFlPgPc+wyHKQeRVqtTu78aJc/QAWpx2TRyFjGJ4eTGK4N+uGolXLy4kMJ06lQKwRCtUoEQeCvq2wIggmFLJJ/nJpHcnQMRVYXEXoVkYbuH3xWsIVDk8WB2e4mOlSNUasKen13rYXPd0qrp5/uqANgTKKROTljEEXIiQ0lRKtErZCRGK5jTUmL/8YJUk/F37/Yw0fXzvAfh9vrY0R8aJDk/9WzMgjXBx/DMAfPZzvqmJQa0f+LolcqjZ189dE9KJAsLzY8B1OvPbwlv/u+kgJf+TF0/ggCJE6Qjq07SAVIjtBRWG8ZDlIHQNBqsSXOolQzAbkgkBMTclCCCVqlnLMmJvLot8X+bQqZcOD+7H6IDdVw1ex0HlneY1CvUcoOyuO0otXG37/Y4w9QAT7ZXseJ+bEHHaSa7S6aLE6MWuWvRv3y5yYz2kBMqBqnx8cpo+Mx6pSo5TKSTTp8PhGr00NMqNpfCQQwNyeK5AgdqBWQOd+/XciajxwI6f4PsvFkzqe8xYbN6SFB1BEF1Apx2GOiiQvToO9HU6G40co/v96LXOi5Pz7zYwmPnTuWpHAdSeE63t5Yxa7annLdZquTV9eV849TR/mfGcx2N00WB6FaJeE6JTXtduQygaRwHTKZcNhWSD1eHzXtUoVCQrg2qEJk/+uCICWJFPKeYxhmYArqzNz+wS68PtHfOqWSy0g2TWV8ysDe8oqEcbQaR9Bqc2HSqzAZBg/8smMMZEcbKGrqaXEYERdK1hDuVSa9moQwDRqljEiDioghBprJEXqSI45OC0V5i417P9sTsO1vnxUwJS1iSJ9xmJ+f4SD1KGJxeKhqCy4/21bdwTVvbOXy41L53Yw0onuVWZQ2W7nv8z2s2NeMUavkD/MyuW/pSL7a3UBHl4vfzUgjPVLPmc+uo7TZRopJx0NnjGZKH/8yn0/kp+Jm/u+DnTRanIxODOWB00cHZFM77e5+G9h311n4aFstBrWcnTVmvtnTiF6l4P9OzOn3plvdZqfT7ibSoKbBbOeFVWUsL2jkrpPy+HFvE602F7+bnsrxeQP3WQwzNHw+kS93NfB/J+b2/4bmfaDUg+4AQeyRRBch/Ve/4/CV5nqdULQcJl15eOY7nMSOg1UPS6sm3eqqCWFaCustQ/YI/i2yt97CsytL+XRHHSqFjCtmpnHu5OQDVwb0wer0UN1m54bjM/lhbxNhOiXzcmOoahu6IIcgCMzPi8HjFVm+p4GYUA0XTEkhLXLowaXF7vY/wPemxXpw1ll76szc8eEudtSYiQlV8+AZo5mdFTX8oP8/khiu443LprCpso1Hvy2m2epkYkoYC0bGkGLS88b6Sn43PY2COjP7GjuZnBrBqETjkHrmmjsdrCtr4+Fv9lHV1kVGpJ47Fudxzye7qTM7mJMTxZ9PHkFGn0CxvMWKKErl5vvZWWPG5vSg7rbE2Vsf2E8KsLWyA4fbi0Euo7DOzJ8+2sWOajNXzUrDbPewbEsNCpnA9cdncsGU5CEHEYN9xv+uqeClVeWIiFw6PY0rjkvzKwA3dzp4eU0Fdpdku/HV7npUChk3zsvivMnJhOuOoaTiMUiL1eWvLtuv7eHy+mi1Dd5ysKm8jds+2EFFSxcZUXoeOnM0E1IGvucnm/T8belIPtxay46aDsYnh3Pq2PghXXd/2NvI3z7bQ2VrF2mReu45ZQRzB+mdPdq02ZxB4mNur0irzcWwhNwvg+H17qNIVIiKKWnBFw21Qk5eXAhbKjtYU9KjDur0eHn8+2JW7JN6Bsx2N/d+XkhHl+Sl9acTc5mWbuLK17ZQ2iw9jFW2dnHl65up6mP7UtVm46VV5ZjtUjnTzhoLN7+3gzabC6/XhyiKbK+Wbnr7SYvUMyPTxIIR0TSYHRQ32fi6oBFRlB4K//xxARH9rIROSYsgKkSNx+ujuMnKmpJWqtvt3Pv5HuxuL39alMuZE5MGvGn6fOJwKfAQ2VLVjl4tJyHsAH1vlWshOu/oHlRvYrsFhQ4XZSskcbBjQTCpLyqt5KVY/K1/U3KEjt21wQ+Zw/Tw+c56vthVz6TUCHJiQnjqx1I2V7QPebxBKUMA3t9cw/mTk5iQHMZ9X+whwjD0FUinx8vzK0v5dk8Df5yfxbS0CK58bfNB/e3CdUrGJgaXUSaGDf042m0ubn5vh793stHi5KrXNlPca7VjmEPH5fNx98e7/f2Zmys7uPuj3Xg8Pk4YGceDX+9lX2MnqSY93+9t6jcRux9P94q5KIp02t1sLG+hoVu9tLTFxp8+3MkJ+ZI44Ip9zTz2bRHOPqWU/fnfLh4VS1ivSqepfZLOAEvGxGPQKOnocnHz+zvZUW3GpFfh9UnKvXJBYFxyGMsLGtlYHvhb6q/suS/73+Pp9d5VxS38Z0UpLq8Pt1fkhVVlrNzX09O4tqSV97fUIAJf7KrHJ4LD7eOhr/cd1O/5t0pMqAZDn4SIUasMWLjoj+q2Lq54bTPjEsN47qLx5MWFcNVrW6jrGLgnv7DezDVvbGVzZTupJj3rylq57q1tFA2iir6tqp2b3pUsCUFasbz1vR3squkY/EN2Y++nteJwEx+mJaSf7/OAz0rDHHMMB6lHEYNayd+WjPT3nIaoFfz5pDzCdEoi9GrkgoDZ7sbqlASGmjudfLUrWBm0y+1lY3kby7bU0mJ1+m+2+7HYPVT3yuZvr2rn0W+Lsbu9XDM7gwUjYgDY19DJ5oo2znlhPX/7rIAN5W18X9jIjcdncseJuYxLDsPu8jImMZzxKeH81KfBPkKvAhHuXJznvxDkx4dy5+JcVhe38NxPZTz2XTE5sSH8+aQ8jFolmyraebuPwElvnG4vq0uauer1zVz+6iZW7mvCPoBVzTBSqe/kfpIfEmJ3kDriqB5TAHFjJPubvkbzh4Log90fQvL0/32uI0XSZNj7uVRmjZTs2VNnRjzY5sbfCC2dDmrau/jj/GwEQVIsvfukPPY1Dj04rDE7mD8imuuPz+Tj7XUUNdp44aIJCOLgD+M9x+FkVnYkZ05M4vmfyimo7+SV302i7SCEk9q73Fw/L4vcbs/pELWCv5wyIqDFYzDqzQ729nlIdHvFQ/KbHiaYihYbffOfmyvbabA4OHlMHEvHxlPcZOWHvU0sGRPfb4C4t97CfZ/v4axn1/HCT2V8sr2OW97fiSgKPHfReGZnSwm0FqsrYBX2y90NtHQGrqqPTw7nloXZftXeebnRXDAlJWDVfHJaBNfNzUApl7adNCqWpeOkyox6s4PC7pXWMUlhrC9rZUamiRvmZSKKEB2qpsvlwecTqWyx8fQPxZz17Doe/baIsn78KcuarTz6bRFnPbuOB74s5OU15by8ppzmTgdf7Ax+HvloW48Izpe76hmfHMba0pag960paQ7aNkwgVoebB04fRUyolMCPM2p44PRRWOwDV2JUt3fx3EXjMYWo+c+KMuLDdDx9/jiq2/txguhFRWuX3yZw+Z5GKlu7aLW5qBykAqW6vcu/4LGfVpuLqraB9wews7qD+78s5LwX1vPgV4UHFdgeLCkmPc9eNIHY7pX+2FANz144wS86Nsyxz3C571EmNy6UN66YQn2Hg+KmTtpsLv7yaYF/1XBdWSuxoRoW5cdhUCtIjzIEef2puntAMqMM6FSKINsXmYC/rKagzsw5z6/3PyRtrmzn2jkZbK1sx+31saminc0V7eyo7pC2V3UwJyeKF1eV+4PfrVUdnDE+kTk50XywteeGdNmMNK55cwthWhXnTUlGrZAxMSWcn4pasDg8vLCqDIAtle18u6eRq2dn8Oi3RYwcQLF3a1UHF7640f/vFfuaee2yycw6WDP73wg+n8hXA5X6tpVKwVJo/NE9sN6o9GDKkASUshf9b3PVbAJEab5jFWOi5FNXvQmSpxKhV+EVoalbTGyYQAwaBWOTwvnrZz3iFj8VN/PkeUMX24rUKfmpzc59XxT6t/24r4nnLhp6iblRq6C8pYsnuhUrt1S2831hIy9eMjTROQCDWsH1b23jomkpRBvU+ER4aXUZv58z9PM1RKMgVKPA4ghMzvVXtTLMwdPf9xhpUGFQK4gL0/Lg6aO5bm4mckEgOUKHUhGYy69u6+LilzfS1N23uq26g1NGxyECb26oYvmeRv6+dCQby9vx+Hz0rtBOj9Sj72MtE6ZTce2cTE4aFYfLK6n29l29NRnU/HF+NmeMT8TtFUmO0KFVSfOEaBSEahWSmnWHnby4EFIjDQG91T8VNZMcoePh5ftYX9YGwPbqDn4obOKVyyb5+xdbrU7++M52v//59mqpBDTWqKa+w05+gpHv9zYFHNvY5J5eyVGJRr4uaCDVpKeoMTAAzowe7gEcDJVSzoMf7uLmBZJgpcPt5b7PCnjivIG9wMO0Cm5btouCOilZsb26g00VbTx4Wv6A4yL1amQCAUkbhUwYtCw7ytD/uEjDwONq2mzc8VHgca4va+WZC8YTf4SE5WZkRvLJdTNotTkxGdTD9+BfGEc1SBUEYRHwOCAHXhRF8cEDvO8MYBkwSRTFzUfxEA87jd0m8202F+mRBkZ2iyBJQkgyXlhdFlTW+vxPZczJiSZMp+Kek0fwu5c3+YU4pmdEUNXWRWK4lvgwDckmHXecmMfnO+uYlxeD3e0lOUJHhF6SlW80O7h2TgY+EeQygVfXVvDh1lrm5cWQHKHltW7LBbdXpNPhYWR8KF4fQauzH2+v5YWLJ5ARpcfh8SKXyUg16XB5fDRYHDz/kxSQ3rQgm3abk093BGZcu1xevD4fSWEaThgZE/Cay+NjT72ZJouTr3Y3BH2Hr62r4LisyP79P3/jbKpoQ68ZoNS3fJXk3/lzf3cJE6XVxewTgEM9FhF2vA1ps37+zzMYSVNhz0eQPBVBkAR8dtWYiRkxfIPsi8Xu4YfCBm5ekI3XJyITpBLBXbVmFo+KG9IcDq/Ia+sD7WOcHh8FtZZBPQb3U9PuCLKgsbm8FDdZmZYxtNJypULgj/OyuO2Dnf7r+vy8aCJDht4PmBSh499nj6Go0UqX24taIcOoUZIdO/yQfzjIiwsNsMGQCfCPU0cR130N1arkA4qcFTV2+gPU/Xyxq54b52UxKzsSmSDQbHVxzyl5tHS6+Hi7JEAYplVy79KRrCpuQRRhRHwomd02FfJuYaOBqG23U1hvwe0VERHJjZUqshLDdfzj1FHc+M429jZ0ct3cDJ76oTRgrNsrsra0hcL6wIT3rjozZc02TAY1VqeH7dUd/gB1P1ur2vnDvCye/KGYD34/nfc3V1PXXdIcHarm1LE9CdATRsby9sYqfjc9jQ3lbf7VtswoAzMyg1ekhwnEoJJz10m52N0izZ1OTAYV95wyol/P3N5Utdn9gd9+tlV1UNVuJyfuwIsCChlcMj2Vl9dU+LddOiPVv2J/IJRyGXefnEeX04fD40WjkKNXywM8fPujqNEadJzbq80UNVqPWJAKEGPUEGMcvvf+EjlqQaogCHLgaWABUANsEgThU1EU9/R5XwjwB2DD0Tq2I0Vzp5P/W7YzwIfqsXPGcmp3mU56tKFHibcXaoXcn30VRR/Xzc3A4xNRyATsbi95caGEahTsbbBw2vhEzpuUCBBgZH/KmHh+Pyeduz7aTb1FuqFolDJuPyGX/64p58Kpydz3eQFNnT0325fXVvDY2WPo6scuRi4IaBVy/v1tkb8RPSNKz2Uz03hxVbn/fQKSZL+iH4GP2FANb189Lagpf2VRE1e9voX0SH2/svhqhXw4QD0An+2oY0rqAW7+ok/q3xxz/lE9pn6JzJSC1KbCQy89rt0Czk6IHjg7fEwQOwpKlkNbGUSkkxapZ3t1B/NHxAw+9jeGTICTxsTzl08LcHRfe2JC1dy1eOh91AL0e81RK4fe0SII/c8hP5hrjyjwwdYqnjh3LM2dTgxqJQ0WO+auYGuTA04hijRYnDz0zT7/tpNHx3HKmJ+xGuJXRJhOxd0n5XHG+ARabS7SIvUHpbwt6+d8kMskReo/fbjLH5iFahU8cNooloyNJ0yrJDpEze/f3EpH97kQqlHw1pVTh+QFXtLUyYUvbaDBLN2vNUoZb185lXHdq5gnjIzls+tnUtFqIzlCh0oRfIxKmQxfPzoPMpmAzyfyza46PAfoSBAE6XMbtUre67bEE0WRnNhQSfm4m6yYEN68YgovrS7nwqkpyGXSuOyYEJKGKIL2W0YQBNaWtvHGhp6WqN/NSCV1EPE2+QEE1eSyga9/IgI7a8zcsjAbh9uHRinjh8ImThk98LVGpZBR1GjlnY09zg4XTU1hcurACsQHEn470PEPM8zR7EmdDJSIolgmiqILeAfoz+TwPuCfgOMoHtsRobDeEmSU/LfPCqjv1cw+Py8mKPt09ex0VAo5JU2d7Kgx4/T4WLalhke/K+bZlWU0dtsSTM+IpM3mosnq4l+9HmgAVuxtYlVRiz9ABWl14qeiZv62ZASjE8M4bVxiwJgwrZJOp4cQtYKkiMCVuSuOS+OtjZUBSmmRBjWjE8P4w/wsloyJRxAgK1pPcoSOcyYlBc6tUzI5LSIoQG3pdPKXTwqQCQLjksOZnxfNH+dnMa5bTEIQ4IwJCbR0Dr0v7LeCx+vjy131/fZMAVJAKFNCSOzRPbD+EGSQPBV2f3Bo40UfbH4ZMubDIDfeYwK5Qvq8u5YBkkn7poq2n/mgjk2MWhXfFTb6A1SQxIIGE/3ojUoh49w+1xy9Sk6qaegPxkatgt/PTuMfp+bz8Fmjeeq8cZw1IYG0g7CxSQjTclxWNBvK26QerXYbq4ubD8rGpqqti/u/LAzY9vnOevY1DixmMszQEUXQKOWkRxpIj9QH2agMRE5sSNA5ccb4RArqzQF9eha7hx/2NtHa6WR9WQsby9v8ASpIav/722ccbg+F9Ra2VbXTZgvuP/ypqMUfoErv9/HCT2W4PT6cbi9lLVZcXh9T00yMTgzjhuMDtUu1SjnTM01Bq5lnTUxAo5SxprQFlVLOhrJWJvSxOpmXG82OajOXz0wjKUJHYriO+XkxLBgRS3KEDpfHy74GC1sq22nudNDR5eb19VU8/WMJT3xfwmPfFfOHd7ZR3o9zwDCBdNjdAQEqwKtrK7DYB9blSDBqOWFkDNfMTuf64zO5elY6J4+KJX6Q1cOMKD3xRg02pwdBAKvDQ1qUbtBrntcn8m4v60GANzdUBvV69yUnJoSpffQzjsuKHHKSqLLVxuaKtiBh0GF+vRzNct8EoPdZXQNM6f0GQRDGA0miKH4hCMJtB5pIEISrgKsAkpOTj8ChHh76MwZv73Jj76WgOzrRyLtXTeOLXXV0OjycMiaeiSnhrC5u4fq3payrVinnurmZvLe5mqq2LkRR5LHvixFFGJUQyj0njwyYEyBUq+y3ab7ObGdsonQTOnl0HFEhar7YWU+qSc+MLBMfbKnhg621/H5OBnaXl3qznQUjYhmdaOTsZ9f75zltXAJOj5cb394mfY6EUN68fAqjEoy4vD521nRw75KRbKxoI9Wk46TR8f32pNjdXho7ndyyIJuPttWybEsNggDnTkrixFGxgMDfPy9EEODpC8b7S5yOZY7W+bmmtJXIEDWxB7oRFS+H+DHHTmlswkRY9Qh0VEHYQX4vpT9Iy2UxP6MA1MGSOFn6vNYGsqJNPLOiBK9P/Nmzxsfa9dPl9VHdjzVXg2XoiSmr08OG8jb+b1EOO2rMGLVK0kz6foVhDkSnw0tunJG7Pt5NZWsXcpnAZTNScXmHrkIpkwlMSovg+re2UW92oJQL3Low56D6SbtcXrr6Ub7sdPw2BOSO9PlZ0tTJze9tZ2eNBUGAi6akcOO8rCGXZMeHaXnxkol8X9jErtoOjsuMIjpUFVAyuZ8mi4NzJiYRplf5W2t6U9TYSUunkyd/KOa19ZX+e/qj54wNuF9W9PNQXtZio6PLxevrK3nqxxJ8ohR0PHneOHw+kTsX57KtqoNQjYKTx8QzJimcP588kjk50awubmFhfgx17Q5OfXoNbq9IvFHDFcelE6FXMSElnNJmK9nRIYxJMuJw+5iRaQoK5jvtbl5dV8Gj3xXj9YkkR0g9vX37Fd1eEdtRUHM9Whypc9TazzOjT5SuTQPRbneweFQcd320G2v3QsMDp4+iYxDBpVCtkhNHxXH7sp3+cQ+fPYZQrXLAcU63j746gD4R7P1U4fUm1qjhpoXZbCpvY0eNmXFJYUxIDSd6kN+eKIp8V9jETe9u9x/no+eOZV5u9HCV3a+cY2ZJQhAEGfBv4JbB3iuK4vOiKE4URXFiVNSxK6iTGWUIqu0/PjcqIKgQBIGxyWHcddIIHjxjNDMyI2mxurjxnW3+rKvd7eXx74s4Y3yCZJDtE/0XiF21FvbUmzljfDznTU5i8ahYzp2URH58aL/S9udNTsbUfUHQq5WMSQrj/jNG8ccF2XR0eXhnUw1ur8gT35fwwdZasmJCWDwqjlSTnrO7y4oVMoFUk44vd/X0j+6stfDjvib0agUmg5q5uTFcPD2Vp84fz60n5B5wJSEmVM11czLYUdPht1gQRXi7u4zkga8KKWuxUdps49/LiwIscnpj7nLRNgQvsaPB0To/l22pZlrGAVZR3XaoWgdxQxefOeIoVJA6A7a+fnDjnBbY8jLknHTsBNxDQamVAtVd7xOiUWLSq/0qnD8nx9r1U6eSc9KoOEx6FWdOSOTk0XFolXLGJw9cOtabcK2SpAgdr66tIDPagEyAR78rIukgTOPDdEqe/rHEb6vg9Ym8sKocm3PoD9fmLhf3fFKARinn3ElJzMiI5J9f72Vvw9D/7glhWsYnhwVs0yhlB+XX+kvmSJ6fHq+PV9dWsLPG0r0veG19JRv7qXJotTqDFEz3kxFl4KpZ6Tx0xmjm5kYxIyOKM8YnBr3vrInJnDw2gZlZUZw6LriE8qwJSWytaufVdZUB9/RX11b4rV+aLI5+V7bOmJBISbOVJ34o8QeEpc02Hvm2iFfWVfDAV3spabKyuqSVW9/fQYPFTkK4lnMnJ/PUBeOJN2p58Ou9ftHFOrODD7bWUNvh4O0NVdR12Pl8Zx35CUZOHZdAVB8bFIdb6mF9eHmRv/9ap1KwvbqD6+amB1yqM6L0JIf/emw/jtQ5Gh+mJcqgZnxyOOdNTmJsUhhxRg3xg1hYKeUK/u+DnX5niE6nhz99uAulbOBe1vIWGze/tz1g3C3v7eg3KdKbZJOOqD6BZZxRQ7Jp4L9xeYuNS/67kdfXV6KUC7y6roLLXt7kv+YONO7Gt7cFHOcf3t426LhhfvkczSC1Fuhdj5XYvW0/IUA+sEIQhApgKvCpIAhDl1Y8xsiOCeGV300mM1qPXCawZEw8d500At0AvmsgScD3Lflxe0VkMoGHzhjNh70UdhUyAVEEp0dkeUEjLo+P3NgQzHY3armMm+ZnEWlQoVPJuWR6CotHSaWfla02HviykJMeX80Vr2xme3UHhfWBggltNhdvb6jGYncjCAJLx8RzwZRkEsO1/a58fF/YRKfz4LL9KoWcU8bEs7WyI+i1ug5HgMrh6pIW2vt8L10uD1/uqueMZ9ex5Kk1vLG+4pgJVo8kVqeHH/c2My39AIIu5SshIg00x9jKc/JUaC6Ext1DH7PheYgeKanm/tJInSGJV1mbyI0NYX1Z6899RMccNqeHCL2SS6ensq60lb0NndxzygjsrqH3cTZYneTGhnD6+ESWba5he3UHD5w+qt+ViQPRbnOxuTLYy7HxIFZ0W20uZmRGMjElnO8Lm7A4PPz55BE0H0S7QqhWyT/PGM3CETHIZQIj4kJ59bLJw+qohwGLw8OP+4KtUFYXt/DCT6XUddhp7nTw39XlnPLkas55bi3f7WnE2U9ydFN5G5e8vInFj6/m3s/30OXycv3cDEK1kjrzXYvzmJnVk0SclhHJPSePwKhVEqpRcOfiPGZlR1JQZw6aWzp3pHO3zmyn0+7mj/OyMOmle/lFU5PJiw2lrJ8S2rUlrYyMNyKKUNxkpbbDTqPFSXMf65ua9uB7eEGdhcmpEdhcHrRKOU+dPz6oRQdgd62ZG97azuZKKbgXBPjj/Cyyog38d005O2ssPHj6KEI1CmZlR/LU+eOJ6Ed/Y5hAHG4Pj507lnC9kuUFjUSHqHnkrDF0uQZ+rmrqdAa0S4D0jNDYOXDXXIPZ0f84y8Dj4sO0PH7OWMYnhyETYGJKOI+ePYbY0IGD1AaLtL9Gi5MvdzXQaHFic3kHPc5GiyOoWtDm8tIwyHEO88vnaJb7bgKyBEFIQwpOzwX8ii6iKJoB/xO3IAgrgFt/yeq+MpnAjMxI3r9mOjanh6gQNWrFwJmterOdrVXtQRYEMgFmZUVSb3ZS2txzYzp9fCKvr6/0b/uusInC+k7m5UVz27Kd3Lowh0X5cd2ZeD0xoVocbg//+mYfn3d7njVbnfzhrW3ctDA76HimpkcQolH4595U0cbiUXGE6YLLQaZnmtCrBv58/ZFs0jEpNZwv+yj7hutV2HpdnCckhxPaZ79bKzu49s2t/n/f/XEBOpWC0/vJav+a+GJnHSPiQzH2W5YjQuGnkH78UT+uQZGrIOdEWPsELHkS5IM8uJT9CE0FMPW6o3N8hxuVXvJN3f4muXEXsbq4hSuOS/+5j+qYQqdS0Onw8si3PZYZd3y466AsaKJDVFS0dvGfFZKqaYPFwS3v7+DZCwa2buhNuE5FfoKRbVUdAdsjQ4ZeqhuqVVDVauPrgkZAurbuqTfzyqWThjwHSAI0j587jlabkxC1AuMglhDDDI0QtYKpaREsa68N2B5r1PD498W4PD5CtUq/CGGdGa54bTPvXT2VyWk9Aee+BgsXvrTBb+32+vpKFo+KxeHycs7EJM4Yn0hun+qhcJ2Ky2amsXhUHCIicUbpgT47JjiROC3DRIhaidPt5b+ry/l0Rz0mvYrFo+LQq+REh6oJ1SiI70fVfVxyGCVNgWXuEXqVX/G/92fuS05sCHNyI5mbOxuTQU2IJvj+UtPexaUvb6TF6mJ0kiT6ND8vhtXFLf4kz8qiFrZXm3nnqqmkROqDLHWG6R+NUsFN7231JxCW72mkuMnK0+cPfC2MDlGjksv8LhDSXDJiBimjjTrAuKhBEgplzVbu+HAXOXEh3Lowh62VHdz18W7+e+kkUkwHrl4JVSuD9qdWyAhRD3x+RPZznGqFLGg1d5hfH0dtJVUURQ9wPfANUAi8J4pigSAI9wqCsORoHcfPQbhORWK4LiBAdXl8bK5o4/HvinhxVRl7ussAK1q6eH19JdfOzfQLKsllAncuziNMq2JcktG/GgqQatIFBK0AtR12wnRKnB4fnU43b6yvZHNFOzO6bRTqOhx8sUsKULOiDfzpxFxmZkciQMDciWFaFo6MYVVxC9VtNl5ZW0FRo5VnVpRS0dIVUGqaFqnn3EnJfL27gfu/LOTznXWDZuOaOx18uaueR78t4pzJSQFN/kvHxmPUKPwlUFEGNbcvyg262X1bGGxZ88raigOWBf9aeHNDFcdlHWAVtWEXeJwQmdX/6z83Mfmgi4L1zwIDKC0074UNz8Hoc6VS4V8qqcdB9QZGGjrZVNmG0/PrPjcPlharg0931AVtPxihKY8XPtkWGHiIIv2uNB0Is8PNdXMyMfXqHz1jfAKh6oH7s3pjdXhZvqcxYJvD7QtQUR8qWpWcxHDdcIB6GFEqZFwxK53EXqWn8/OiMWoVXDQ1lRijut/e0tUlrfy4t4kHvyrko6017Kmz+APU/XxT0EhevJEXVpUPWIYYa9T4A1SAiSlhnJjf674brmXhiFgK6s3Um+181p1MbrVJ/afP/lSGSiEnK8bA6AQj50/pKVCLMqj5v0W5zMmJ8jsEaJVyHjlrDAl9LD5GxIVwbS//3lCtgrtPyuOHwmY+21FPcaPVX3Lcm7IWGy1WaVV2e3UHp45NIC8uJKgKwWx302B2DAeoB0GD2RG0wl3eYhv0Wcrpllwg9reXqeQyrpub2W8FQG/Sowz847T8gHEPnD6K1AECTYDSJiuT0yL8q/kjE6T2sr7Jkb64vF6uOz4zYH/XH58ZEHz2e5yRBv555qiAcf86czRpgxznML98jurVQxTFL4Ev+2y75wDvnXM0junnYmNFGxe/tMHfSxKiVvDu1dPQKmW0WF28uraCq2alIyKV9MplAr9/cyv/vXQiD54+mitmptPc6cTarcrWt4l9v/R4ZpSB966eRkaU3m/YrZTL0KsUuDw+zp6UxP1fFiKKUuCzeFQsr182mT31FurMDv74zg5cXh9PnDcWk17lf9h6a2MVJ4yM4T8XjCdMpyQpXMdD3+wN8Ec9Y3wC9y7NR99Plszu8vDYd8W82a1k9/KaCu44MYf0qBBCNAoyow0ISIq/NqeHFJOehH56WqJDgrPBcaGa/2fvrsPjuO6Fj3/PwDKImWXZMkMcO8ycNNCmTZmTpilze8v89t4ypMxtCiklaQNNG+Y4ZrZly5bFvIwz7x8jr7TSCuxYthyfz/MojmbnzJxdnZ05vzmUcymJl4ptHcN0DsdYVT3JmL3Nf4Kas+bu+E0hYPF18NxPrfGpq97AhLVTu7bAI1+BJS8H38zWypyzdCc0XIBv40+pynud9cBo3szW3TwVODQl5yLw0y0MP5ZNUyhw2zLrNx6WqyVoMnZN4bv/3cOnrllIPGngsqmsPzA4bVe08fnwOLQJs3F6pmkpkI6f5jIff3nnmbzQOkgsmeberV189m6r5fSVq6oo8tomPNzQFcG771ifmfzn01dPXB7J69Ay3TJdR9CjqMBj5/z5RVy5pIyW3hCDkSTv+cMGTEx+89Y1eGzahGE0lXkOnDYNp03jf65cxE2ra7LukwvLvZzRUEhfKE5lnjPnmFaf08Z7LprHlUvKGY4m8dhV3vHbF+geucd/+797uOPta1k7bvZ4pz763v67o4c19QVcuqhkQksXWA8FpJmz67nLzXQ98FRF8LcN7dx2wTzSpokqBH9e18aauoIp00USKbZ1DGfSKQK2dwxz6aKyKa9Z+W6dvlCCO18YHXp2+eJS8nP0sBtLUxX+tv7QhHxeNM1a1qoieNmyChZX+OkOxCjzOWgo9ky6pI300iHvnLMsFEuxpyfIQDhBvksnFE9R7ndw+8N7s2a/C8ZTPLG3l9esqeEVqyr56/p2vvfQXsCaSfdAf5jtnQF2dgW5YEEJq2rzGYok+NEjLVy3vJJ/bBxtRbh8cSnP7x9gUbmP1XUFE7oEVRe4+NgVC3hkdy/3bOrICnDv3dLFRc0lfPW+nZltFX4HbQNRbrtwHu/944bM/psPDfOxK5ppKPawqW0oK0AF+Ov6dt58Vj1LqyauA9faH+GO50anWo+nDD53zw7++s6zMmu/ATknfxrrouYSfvxYS6ZSqKuCt5/bgHYESwqcbH7xxH4uWlCS+wLduwsGD8DiVxz/jB0JzQGnvdkKUgf2wcrXQX4DhLpg573WbL5Lb5y7rcFHqnotHHqeFQVD3L+1SwapY6RMuHpZOU+19GeWuPI7deYVe2Z8jFgizU2nV7Pt7m2Z61OJ107xEQS61QVu3nhWLR/406bMtpoCF68at7TNVCrynPzPlQv5+N+2ZLYtrfSzsOLIxoYbhsne3hCHBiIUeezMK/VMO5eBNHNlPicNxQle+aNnMpOxAPxtYzu3v24VLxxYn5kMqNBtwzCzZ6fd3x9hUbmX7Z2jywK9+8J53PHsQU6vy2dB2dTjhyNxq17QH0pQ4Lbx08f3s7w6j7+tz+4N8Od1h/jaK5Zy2x0bMtuWV/lZNGY9cY9Dm3CftGnqjJY9ctq0zP35m//elQlQwZo47OdP7Oe02vys+2lTiYcrFpdx/zarF9Nz+we4pLmEN55Zy8+eGF0zfU19QVZAK03Pa9e4dnlFVs+SV51Whccx9XdfU2BhuY/v/HdPZtu1yyumnUm+pTfMr56aOOv0tSuqWDrF+r2mKXh4V0/Wtge2dfOO8xsnSWFpKPZwRkNhVj7fcEYt9cXTt4hqqsL8Uu8RrWksnfzkXW8WDUcTfO+/ezMXbrum8NErFnDnujYGIxOnBg9EU3gdOh+/spkLm0tY1zpIocfGto4A60fGSSXGdDHKc9l4yzl17O4KcmZjAd2BGNUFLlQhMEw4rTY/55gVgBtWVrG4wseH79w84bV4cuw5dN58dj1ff2AXNYUuPnr5AuIpg8o8J6fV5tMwUpEc3/XpsMQkXRvjqfSE1t+p9p/MwnIff3nHWaw/OEg8ZbCyJo8lFZNfXE92PYEYD2zr5huvWp7jVdOaBbfhAmudzrnO7oU1N8OBp+DhL0OoD5x+KF0MZ74bHC+hm5GiwsLrWLPxD3y18y18/trF8inwiGTa5L4tnXzw0vkMRpLoqsCmKWw+NMxV0ywqf1g8nebeLZ189PIF9IcT2DUVIWBvb5jLjyAvly8qI/9NNrYcGqbQY2NlTV5WQDATL1teQU2hi63tw5T5HKyszc/q3jkTD+3s4bbfr8+0TL3v4iZuOa8hZ68U6eg4dW3CZCxpw0RTBH+99Uw2tA3htqs0Fnt43c+ezdrv988e4M+3nMnGtiE6h6MUeuw8srOHT129kOZyHyW+yWdjDcVT/OSxFr77X+sh9PsubsKmKYRyLDE0GE5QO3Lf7Q3F8TmsWawd+rF/CJurTjIYSWCMu1HnuWx8/rpF3LCygv19EZrLvZR47Xzt/l18+LIF9IXi5Ll0uoZjp8yyScdKMJ7kwgVFNJZ4GAxbDzCqC5yEJpll+rBALIVNVfjApfMz6XZ2BQhOM3HcZN2Bp+smPL5MZLZPs1Cqx67xkcsWcOnCUvb2hJhX6mFFdZ58ACdNSpaMWbSjM5j1ZDGeMvjFE61cvLCEy4q97BjzFFYIOG++1bpS7HVw6aJSntzTxzcf3J0J5nwOjaaS7NaFUp+T0mlmVMvF49BYVVvAzec18IkxT/0VYU2e4HNaXdauW1HJjx9tIZE22NsT4mv378JlU/nd29ZmAlSAhiI3TaUe9nSPjklYWO6lbpJFoesK3ayszmND21BmW02Bc0ZP1MabX+Zl/jRPrl8qfvzYPs5tKsKXqxvjwWch3GuN4TxZqDo0nG/9mObc7aJ8LBTUUVFegb+tn6da+jin6cQv/zIXFHnsnN1UzJf/tQOHrmAYkDQMvn8EEycVeeycNa+Ir92/C6eukjIMDBN+9sYjmxze69S5eGEpFy8sPdK3keG2a5zVWMRZjUfXWt4xFOWjf92c1XXyO//dwwULirN6mUgvTkWeg5tOr+aOZ0d79HjsGrWFbuaVeFgx8lkHY0lW1xbwxN6+zH4lXjuDkQT/7/6dODQl08oaTqT5zVvXTHne3V2BTIAKsKltiCK3jVW1+RPGM9+0pprb7rCW2nDbVGIpg7Rh8qdbzpjQDffFumppBb995mDWtjefVYctR1fTUp+Ty5eM1jvC8RSaIvj6v3fhsVvdngvcNt594bxjmseXOo9d462/WkfaNHHbNMIJK/i88x1nTpluXomXre07uWdzRyZdU4ln2hnBfU6NhiJ3Vvf2+aUefM6pQ4OjTQfWJEiXLCrlkkVHf42VTh0ySJ1FuZYdaB+K4nPqbO0Y5kvXL+E3T7fid+q856J5rBjTZceuqdx24TxK/Q7+saGdxRU+3nF+I/VH0AVuJi5fXIoAfv7EfgrcNt5zURPLq/P43dvW8uNHWyjz2emfsOxLesJEIEVeO7e/dhW/ebqVx/b0cX5TMW88qzYzDna8PJeNr79qOXc8e5D/7OjmzIZC3nJ23bRTmJ/KOoej3Lmuja++fNnEF5MReOaHsPh6UE7Srs4v5QD1sPmXc27Ho/z+fhvnNM3xLtnHSSSRYl9PiPdd3MR9Wztx2TSuWlo+7SQcYwVjKdw2jY9cvoC/b2gn36nzprPq6DuC8aRzxVAkMWEJMsh9P5GOnk1TedcFjZT7HfxtfTsLSr3cekEj88Y9CPY6dL54/RL++NxB7t/Wxel1BbztnHo2HxoibWR3A97aMUwglsSbc9Z1y/h75yO7e7ntgkY0Ifjk1Qu5e2M7hgnvvKCRxiJPZhKmsec5mom4prOyJo9fvGk133toL7FUmnec1zj55HzjuO0an37ZIuaXebl3SyeXVpdYE1QVnBpr+x4r0aSRGfJwuBt6PGVMaPEfr67IzTdetdyaJPPAIFfVl/HaNTVUT/P5D0WSvHxVFbu6AmxuH2ZFdR6NxR4GI1O3wA6OS7e8Ko95JR4GwzNf8kuSZkIGqbOoJscFYlG5j/29YZ5p6ecz1yziuhUVaKqSc+xGdYGL918yn7ecVYfTpuZ8ovliFbjtvHpNDVcvLUdXFRwjEz4sq8rjWzetoDcY5851bezrG52tUBFWq+d4TaVePnftEoKxJF6HPu14iMZiD5+8aiHvvWgebrv2kh5Heix85d4dXNRcSoE7xzi7Z34IhY3WjzR3qTrnnraCDzxh0L75USqXnX+ic3TCeR06xT47P39iP+c0FRFLpPm/B3bynVfPvCU132WjpTfEY7t7ee3aGgbDST545yZ+8obTZjHns6PE56C20JU1Q6wiyJqRVjo2KvNdvOeiJt54Ri0OmzrpBDX1RW4+dkUz77ygEbddQ1cVhnN0wbxwfgkF7qmXxagpcKEIsuakuG9rJ3+79SwURXDTadWoqsBt1xiOJlhW5WPzocCEYxxrDl3looWlnNFYiGmauI9gVmuwekd99PIF3HpeAy6bJidNOgoVeQ7cNjXrgcRkSw2Nt7Imn0XlXgbCCQo9Dmwz+PzL/U5++Mg6KvOdLKv0s60jwMM7e7h+ZeXU+fQ7uXlMuu2dAR7ZNX06STpS8ioyi5rLvPzfjcsyM/3VFbq48bQq1rUOcPvrVlFb6Mbr0KedXMDvss1KgDqW16lnAtTDbJpKZb6Lb960IlNB8to1vn3Tikm7kaiKIM9lmzZAPUxRBH6XTQao03h0dy/P7hvguhU5xujtuhd6tlvrj0pzniuviAsr0nz3Lw9A+wsnOjtzwitWVbGmLp/7t3bx+N4+3nhm7bQzU46lqQpvO6eeMr+Tr92/i18+tZ/bzm/M6p1ysijy2Pn2uGvud169kiY5Ycis8bts086gqozc2/SRe9WSCj+funphZqm4JRU+PnT5ApzTzOw7r8TLt1+9MrM2ZHWBk2/dtIJ8jx2/y4bPpWfGHvudNr5ywzLqi6yg1GVT+d8bl9E8i8NbXDbtiAPUw4Sw7ucyQD06dYVubn/dqswyWMUeO7e//rRpW0QPs+sa5XmuGQWoYLXA3v66VfSHEtyzuZOhSILbX3fatA9BjjadJB0pYU4yAPpksXr1anPdunUnOhuTMk2TA/0RgrEkHodGKJaiwGObsGbZXNcbjNE5HMPv1KdcrPkUMqMo/FiUz55AjKu/+wQ3n9cwcca9A0/C09+H028Gt5wx9mQRSph85KEQv3P8H0te80Vrsqtj67iVz2MlHEtxYCCMpirUFrqmDRpyCUSTHByIYNcU6orcmYDiZNQTjNE1HCPPqVPz0rvmnnTlM5e0YXKgP0wknqaqwEneEaxpe7A/zFA0SbnfQXGOpdTG6g/F6RiK4nXo1Ba6EKfC0IgTa8Yf8GyU0fahCP2hBEUe+4xaUU/U+Y53PqWMU+YCILv7zjIhxKSTB51Mir3T30ilY284kuRNv3yOi5pLxgWoJmy/Bzb/AVa9WQaoJxmPTfDaxU7eu/dD3H3nO/GsfQuc+8GTY1bmWeJ2aEc8k+54PqfOkimWTjiZlHgdOdeBluYOVRFZEwgeiZpCNzUz3LfQY590fgfppacyz3VcGzKO9nzHO5/SqefkfcwsSS9x+3pDvPyHT9JQ7Mnu5htohwc/B7v+BaffAr7yE5ZH6eidU6Uyr8jJW/X/JbDzIfjR2bDrPjByL+ckSZIkSZJ0qjh1H9tL0hzVNhDhN08f4M/r2njlaVVc1FyCSEWhcyPsfQi6tkDd2bDoulO65e1kJ4TgTUt0frcNrux9L5+cd4DLHvgs2v0fh6U3wYLLoWyZtUyPJEmSJEnSKUTWcCXpBDnYH+GHj7YwHE3QG4xzcCBCd8BaWqBaD/AaxxYK13Ww7ekxy2gU1EPVq8HUobXjBOVcOpZWOUH1ObhtYw3wWbxqkoUPH+Kzj7yFxcoBaydnPvgqwFUIdh/Y3LDyDVB/7gnNuyRJkiRJ0mw46SdOEkL0Agdm8RRFQN+0e518XqrvC47Pe+szTfOK6Xaaqnx6Vl5dUHjZO+vHbjMSUWOxehCvZmS64qdMzGgya8WC48I0EUIwJy8QczVvLzZf/Uqh0quWCIB3B78Xu5InjPo8xeHSxYShGT99IdF9yz9jhyY51NGUz7lyTZD5yDYX8nGs8/Cir5/H0Fz4fI+WzPvsmFH5hONWRsebS5+dzEtus5mXGZfPk91JH6TONiHEOtM0V5/ofBxrL9X3BSffe5ur+Z2r+YK5m7e5mq+ZmCt5l/mYe/mYC3mYLSfze5N5PzXNpc9O5iW3uZSXk5mcOEmSJEmSJEmSJEmaM2SQKkmSJEmSJEmSJM0ZMkid3k9OdAZmyUv1fcHJ997man7nar5g7uZtruZrJuZK3mU+ss2FfMyFPMyWk/m9ybyfmubSZyfzkttcystJS45JlSRJkiRJkiRJkuYM2ZIqSZIkSZIkSZIkzRkySJUkSZIkSZIkSZLmjJM+SL3iiitMQP7In+P9MyOyfMqfE/QzI7J8yp8T9DMjsnzKnxP0M2OyjMqfE/Bzyjjpg9S+vrmybq8kTSTLpzSXyfIpzWWyfEpznSyjkjR7TvogVZIkSZIkSZIkSXrpkEGqJEmSJEmSJEmSNGdoJzoD4wkhFgB/GrOpAfiMaZrfPjE5mkbHJgj1gM0JQgNVhfw6cBdP3HfwIIR7rNfya61t8RAM7AMhIL8eAh0QD0BeDXhKjutbyWIYVr5iQ+CvBm/picuLNDvSSRhogUQY8urAXQiRQRjcD7oDCuaBZstOM3TQKu+eEquMjpVKWMdLRq2y7Mqf3fxHBqy8miYgQLVDOgGpKCiatS2/DsK9kAwBGiTDgAG6B8yU9Z1Nx619bS4r764CsHmhfw8oKjgLINAOqg18VRDps/YtaLT+lSRJmk2pOPS3WNeq/Hpw5s08ba7rfC79e2GgFdxF4My3rpvOAogNgpEGoYDmsuoEig5GwsqP5gDFBnYvDLaCwwe6y9oeD1j7pJOg2UF3Wtdm3Q3RAfBVQLAbIr3WNdfmhqIFoNtf9Ed2SuraCsEu63MtXTTzdG3PWX9vTwlUnX7k5/OWQ9niI8+vJE1jzgWppmnuAlYACCFUoB34+4nM06R2/gvueS+E+8Dug3M/ZFVq29ZBw3lQOuZLu/e/8Ne3QXTQugHc8GMoXgwP/g9svwuq10D9hfDkt6yKdkEjvPLXUL70+L+vZAy23An3fcSqtPur4FW/gcrTjn9epNkRHYbnfwqPfBWMFJQshmu/A/d+FDrWW+X4rPfDWe8CV6EVCO79D/zt5tEy/PKfwLxLrQcskQF4+vvw5LetCk3FKrjhR1C8YHby37PTykvXZqvSc9pboXIV3PthSITAUwqXfxk2/BZKmq0A9tBzsOXP1nupPRtqz7LeR2zYqli98Cvo2wOqDmtvg44X4NwPwz/fD23PWpW0Fa+D+vOscy9/LVz8KfBVzs57lCRJCvfBk9+xrq+mYQUR190OxfOnTxsNjFznvzJ6nX/FzyYGMPsehbtug+FDVoB59vusa+PG30PnJut+sPrtUNBgPayLB+Dxr0M8aAU253wQBvZD4BC0PARXfM06XzICG++Anu3WdXrtrZBXDZ1brOvowWfg4S9Z9Yy8Gus4w+1WXcN7Ah/Sn2wMA7b/A/71wdH788u+A4uumzpdJAIt/4J7PzKa7upvwpKXH/n5rvkOLJ7mfJJ0hOZ6d9+LgRbTNA+c6IxM0L4e7n6PdQMB66L98Jetf5Mh66nnYQP74c43W19msP69883QvdkKUAGaLoPHvmYFqGA9+bz/Y9ZN4Hjr2QF3v9u6cYB14/r7bRDuP/55kWZH5wZ46ItWRQKswOzp260AFaxA84lvWOUcJinDb7G2A7S/AI9/w0oH1nGe+i6kksc+76k4PPo1K0AF6z08/xOrgpQIWdtC3fDgZ6HmDHjmR2AkYfOfRlpdgQNPQqQfnvmhVTnaea8VoIL11P+p78CSV8KOu60AFawK4obfWhUvmwc23QEtjxz79ydJknTYoeeta6lpjP7+7I8gnZo+becGeOgLo9f5nm1WPSURHd1n8AD86wPWfR6s69uue6F9nRWggnVdf+7HVs+RSK8VWB6um4R64IlvAiaUr4BUzLr+brkT9j9qBahg5eHp71vpCuqtYPjfnxytZwwdtN5X+wvQu+vFfGKnns6NcNe7su/Pd70bOjdPna5vM9zzvux097zPalmdStcmq444Nt3dMzifJB2huR6kvhr4w4nORE6BDquSO1Y6YT1hSsVguC1733gge99kxApED0vFJp7jwJOjQfDxNJTjmUDfTqursvTSMDjub1yxAlofn7hf9zbr32DHaAB4WCIEwXbr/w9XRMbafb/VpetYi/RbrbrjxYNWsH1YoB0woajJqviM1/ac1dvB5oaDT098PR23KlnjdWyE2nOs/9/736N5B9IsS6WNE50FSTo2OrdM3Lb7Pqvb7XQGWydu2/sfiI6pVwQ7sh+qgxVstjyc+3hG2nqQN1aox+qNEuoGu9+6dpYvhwM5rqvJCKRj1nnH690JwhwZniHN2PAh63MdKx7IrofmTNdmdQMfny7QPnW6oUnSDR2cWX4laYbmbJAqhLAB1wJ35njtFiHEOiHEut7e3uOfObDGldo84zKmWJVkzWF1Nxy7r+bI3lfVrbGeh41/HayuOY68Y5blGfOWTdzmr7LGp0jTmhPlczq+8uzf+/ZA2fKJ+xXOs/51F1vdvMZSbeAe6ZJV2DgxbfUZVsXlWHP4oXL1xO12b3blyVVg5bFvT3bX+8PKlljjsFJxKMvRrV53QsXKidtLFo4GvTVnHN17OIFOivL5Ijy2u5d5n7yPWDJ9orMiHYWXevk8YsVNE7dVn2Fd76bjq5i4rXJ1dr3CWTRxv/49UJFjeI+v0qq7CJG93eG35iRwF1vBiuawjpHzuuoC1ZF73o68GmsVSG1uj/Wfc2XUW5r9gBZG6qE56nJjecpzp3NP09V6svPlqjtK0oswZ4NU4EpgvWma3eNfME3zJ6ZprjZNc3VxcY4L3fFQcZo17uLwF1Uo1jgO07Qqyocr92BV4F/23ZHJXLDGd1z9bWu8aekSa9uh52H5a0bT2H1wzTdmf/KZXEoXw3kfHf1dd8F1P5CTJ83QnCif0ylfASteP/p7z3Y494PZk3Utun40GCycZ41xUVTrd0W1fj9czitWW/sf5imB8z9qBXrHms0Nl3zGGit7WPPV1u+HK0+aHS75Auy4B057k3Wzrlozun9+HRQ2wcKXQdcW67s3tuK2+OWw+wHrM/JXjW6vPdt6uBTptcaGNV167N/fLDspyueL8Od1VuvBI7tkz4+T0Uu9fB6xqrWw4OrR371l1rVam8HkQuOv8858uOwL2QFucRNc8b/Z1+riZlh4Tfb9YP4VkIhYExyd9V6rzgPWg8BzPmC1rg23Wd2SVbtVR1p0XfZ1etH11iRLfXusfc545+hrNjec8S6rTlRQN4MP5sSZc2W0bAVc+qUx92cNLv+K1Zo9leJ51n1ybLrLvjT9XCg5z/dlq7xJ0jEkzMNjtOYYIcQfgQdM0/zlVPutXr3aXLdu3XHK1TjxiNU3f/iQ1WKk6iBU6wnh+IkJ0knrwhxot2ZCK5pvzZwa7Ia+XYCwJiUIdlrdeAoarJ8TJRG2xoVE+kcq9PMmPj09tc3owzih5XM6sYDVvSoetB6k5NdZFY3+PdaDieLm7Fkk00no2211X/dVWGV47NPU6JB1vGTECgDzqplVgwdHvzuqZlWykjFrIiSbB8y09WQ+PADpKGhOqzwbaet9GWmrgpWOWU/vVRskRiYC0d3We7W7wZFvdXNTbdbsmMF26/jFzeCZAxWU3E7+8nmULv3mozhtKhc3l/C+S2YwuYx0Ipyy5fOoRAet+3Eyat2Lj+Tamus6P55hWOMaB1rAXWpdH8O9VoAZ7rUevms26+F5ZMCa3TedsIZ82L3W7za3ld6ZD3aPdb2NB6z5AOJBa0Z1mxNQrH0jfeCtgHA3hHqtni92v3XNPvGTJs24sjNnymgibI0JDRyyHqSWLR/5vKcx2AaDLSP39UrIa4CCGZSvsefzVVkB6kzOJx0Lp0xlfE4GqUIIN3AQaDBNc3iqfefMBUI61chKljSXnZLlM22YLPrM/bz+jFo6h6Pc/jo5I/kcdUqWT+mkcfIFqdKp5JQJUudkd1/TNMOmaRZOF6BKkiRJ0mGdw1G8Do26QhcH+iPTJ5AkSZIkaU6ak0GqJEmSJB2p7kCcQredfJeN3mD8RGdHkiRJkqSjJINUSZIk6SWhNxgjz6Xjd+kMhBOkjbk3nEWSJEmSpOnJIFWSJEl6SegJxvE7dTRFwevQ6A/L1lRJkiRJOhnJIFWSJEl6SegJxPE6rBmn8102egIySJUkSZKkk5EMUiVJkqSXhMMtqQA+p9XlV5IkSZKkk48MUiVJkqSXhMFIHJ9DA8Bj1xiMyCBVkiRJkk5GMkiVJEmSXhIGw0ncditIddtVhiLJE5wjSZIkSZKOhgxSJUmSpJeEwUgCr+NwkKrJ7r6SJEmSdJKSQaokSZL0khCIpvCMtKR6ZZAqSZIkSSctGaRKkiRJJz3TNBmOJvEcHpPqkBMnSZIkSdLJSgapkiRJ0kkvljQAsGsqAG6bynBUjkmVJEmSpJORDFIlSZKkk14gNtqKCtaY1GBMBqmSJEmSdDKSQaokSZJ00gtEk7htauZ3p64SiKVOYI4kSZIkSTpaMkiVJEmSTnqBWAqXLbslNSSDVEmSJEk6KckgVZIkSTrpBWNJXPbRllSXTSUYl919JUmSJOlkJINUSZIk6aQXjKVw6qNBql1TSKZMEinjBOZKkiRJkqSjIYNUSZIk6aQXjKVwjRmTKoTAbVePavKkWDJN53D0WGZPkiRJkqQjIINUSZIk6aQXiCWzWlLh8Ay/Rz4u9ZsP7ubMrz4k11mVJEmSpBNEBqmSJEnSSS8YS+IYF6S6bCqh+JEHqQ/v7MHv1Hlib9+xyp4kSZIkSUdABqmSJEnSSS8QS+G0ZQepDv3Ig9R4Ks2B/giXLSpl66HhY5lFSZIkSZJmSJt+l+NLCJEH/AxYApjAW03TfPqEZmoqiTAMd4HDD7F+oqoPYffi0AXDKZ1wLEXCMNAUQVWBO5OsaygKmGiqgmGapE0QgMuu4XPoE07TFYji0TViqTSGOZouZZgUuu1E4ik8do1oIsVgJIGuKeS57KQNk0jCqqQVex0AxJMp+sMJijwObJrCcDSBSEYxhIpuc+C2ZxeLtGESiiVx2zU0VYFYgKEEmJodu6aSNky8Dp1YLEYwHKUwz4eiqhAdAt0Jmn3Kj9A0TQLRJE6bik1TJ90vlTYIxZMYBngdOrqmEIwlURWRtfTEqSYYTaJpyoSujuGRyrnbrhFJpDJ/p1y6AlEcqooQ4HfZiMRTDMcSeOwqqqJmPl/rb5BCFQIAwzRx2TV0deLzrngyTSyVxu+0ZedVVXDaVDqHIihC4NBVVEVgmhCMJ9FVgQCiiTT5Ljsep5XnWDRKIpnE5/ORSKWJJtPYov2omgLxMKrDA+kkqpFkWM0HITCTcdwiiiIEqpkmIpwk0fCkB0FzoKbj4ComEo+TSCbRXX50M4nNiJBAI4FOKJ6mQE9iIAgnFXRNoCsCNdaPcJeh6wrYvS/67yi9OKFYihJv9rXGqatHvAxN20CEYq+dyjwnWztkkPpSFU+lCcdSqIrA77JNn2CMZMognEjhc+goimA4ksBhU7FrKuF4ilgyja4qJJMJRDqOobsp8tjBSBMOhYijk0KhyGNHUQRDkTjD0SRFHjtuu044ngRE5l4cCAZImhqaphKKpdE0gV1T8DlsKIrIylsolmQgnMBtV9AUFZ9TRwhBLJ5iKJYgkTIo9jjQVIVIIoVdUxiKJsl36uixPoJJFZsO9vgQiu4moWgEEgK3mkJPhzE1D1FDoAvQ0lFCtiKcuoojOQipBIbNTSyWIKnYwUzjVpJoZgqEAKGBaYDNBUYKUgkwEqA5re3uItAdx+pPfNIKRMIMBGMUe124Xc4Zp+uPROgPJin1uvC7ct/rc4lHBkgFB9G9Rdhc/hmnC0aGMYMDaN5iXC7PjNMNR2L0BBNU+J24J6mT5MznSN212ONA12bexna43uJ16Kjjvi/S3DYXa/bfAe43TfNGIYQNcJ3oDE3q4DOw6Y+w7xHMylWIZa/C8fwvia96Gxtdp9EXDvLLp1rpHIpx2aJSGks8NBZ7eHBHN/dt6aS20M3bzqmnczjKHc8eJJpM87q1tdQWOFlc6afY62BPd5B/bu7k4ECEheVe/r6+nWKvndeureF3zxygYyjG9SsrWVrpw66ptA1GOdgf5v5tXayszuPC5hJ+9vh+wokUr11by4oqP795+gDrDgxyRkMB1y2v5G8bDtFc5uXvG9rRFcG7L2rinKYinDaNlp4Qv3vmAP/d2cNHzsnncvEcthd+istVxqGl72KvcykvHBjmigVefv3MIdZ3xLhqgY9XLCug6Z6XQ+kSOOf9UHla7o+wP8ydLxzi7k0dLKv0c8t5DSytypuw357uIFvah3hu/yBPtfRz0+nV5Dl1fvVUK3kunfdc1MQZDQVTBrkvNQPhOA9u7+Znj+8nz6Xz3oubWFtfSDJt8MTePr7/0B7SJrz17DpeODDICwcGufX8Ri5qLiFvpFK2d6R83bWpgwq/gzedVUe+U+enT+xnV3eQi5pLWFtfgFNXKfM7+O3TB3hsTx+ravJYWZNHNJkmmTa4ZGEZC8t9gPXQ4YUDg3z/ob0cGIjw2rXVXNxcyrP7Bvj5k/t570XzGIwkuePZgzh0hTefXUcgkqSmwMlAJMVvn2klljR42fIKYok0FzQXk4yG+N6jB4kbgpvPqeNP6w6xvz/KTQvtXOvZSYXLwAz3Y5YtgQc/w6HzbudA1MGlti1oiSB0b4XWJzAqzmRn9evooIALB36PL9HP8ws+wA8eb+dQIMXrV+ZzVb1C2T/fiFj6GvYVXEzhwHps23+G4cgjcvoH8fh9iPW/Rhx8BrPmDMxVb0AEu2HeJeDwncgicUoLxZPUFmTfLpxH0d13f1+EMr+DUr+Df27uPJZZlOaIbR3D7OwK8o/17bQNRrjxtCpuWFlFZf70AcH2zmF+/vh+nm8d5H0XN9E+FOVv6w/RVOrhDWfUcqA/gqoI1rUOclpdPvdt6aR9KMarTytnUamd//3PQdImvO3MSmKGRlOph39v7+bB7d00Fnt481m1/PzxfQxFU9x6Xj12DR7dO8jju/t4x/kNbDg4xFMt/axtKOCC+cUsLPfRUOwhmkixsW2If2zs4OmWfk6rzWdppZ+eYIyLm0uJJFL8e3s3j+/pY2mln1edXs1z+/tRhKBR72dxiZ2/tijcu3OI1ZUO3t4YoHngIbrrbyQW7MO/9Xa0SCexlW8n4F9C/rbfoHc9h6/pSsSCy+Cx/4NwD+GzPsGjxnJuf3IvuqLwrlU65/b+CUf1coTqgNbHYPHLIToAwW7Y+Ftw5MHSV0I6CdVroGr17BeCOeqF/T3c8XwHz7cOsrY+n9ecXsmquuJp0z23v58/Pt/GutZB1tTn86rV1aypL5w2Xah1Pcr6X+Jue5xIzQXEV70Jb+3KadMlWp/Fvf4XKG3PYtSeRXzlm7HXrjnCfBaM5LNg2nQbDg7yu2cOjHwuBbxubQ0ravKnTbe7O8hvnmrlsT19nD+/mDeeWUtTqXyofLIQpmme6DxkCCH8wEagwZxhxlavXm2uW7duVvOVU88u+Met0LF+dJu/Ci74H/jXB9nwyme46Tc7SaRHlz/48KXzOTAQ4c4XDmW2uWwqt5zXwLf/syez7XMvW4SmCF59eg1fvX8nv3vmAO++aB7f+PduAD502Xy+99+9Wcf+nyub6QvFSZvw8yf2A/CJK5v56n07s7L94cvm88NHWggn0gAsKPXyqasX8oZfPJe132/ftoYlFX7e9Mtn2XwoQLHXzj9Xb6L06S+M7qSoPHn+H1ArV/LuP26iLzQ6yciFjX6+ubKL/H++zWplevtDUDw/6xzRRJoP37mRf23pymzLc+nc9a6zqS0cbXXuC8X59oO72dsb4pl9A3jtGm8+u47vPbQ3s48Q8OdbzuT0GVzsjpEZPY6bzfL5x+cP8vG/bhnNkIA733EmoXiKN//y+ax9P3r5Ar754G5Shsl3blrBdSsrSaUMvnr/zkx5AWvZjm/ftIJ3/n60XF/cXMJli0v52eP72dMTymxvLPZwWm0+NQUu/vT8Qf70jjOpyHOyvWOYG25/iviYpT9uPreeB7d3k0gZvPOCRj5917as/H33NSsZCif4zN3Z2z902XzcNo2v3LuDlGHygUvnc/vDe7OOfctqPx/r+Rjq0ldA1yYG6q/jpkf93HPxII6W+6BvD3Ruyuyf9tfxw4bvUeOFhqpybvj1HpLp0cvNhy+o4N2p38KWO0mf+xHU/3x6NEOr3oR58BlE367MJrO4mfS130cL90Dz1ZP/wY6vE14+j7fX/OQZLlhQzLIxD7l+8eQ+zp9fwuvPqJ3xcX7xxH6e3d/Pq1ZX8+47NrDji1fMQm5PeSesfO7rDXH/1i6++9AeYsnR68jbzqnnE1c2W72FJnFoMMINtz9FbzDOonIf80u9/GNje+Z1l03la69Yxqfv2srbzqnn+w9lX6tes6aaZ/YNsL8vDMAdb1/D7589mHUP9No1vvLypbznDxsA+MoNS/jkP7Zy42lVbDg4xN6sa7Cba1dU8KYz62jpCfHJf2xhZ9fo6/VFbs5oKKDQbeO51kGe2z+Qea3Ea+d/b1zGLx7ZwTebtvCBlpU83jKUeb3Ya+fvp22hYv9fUcqWwqY7rBfOeCfm9rsQgY7RD6Z6DXhKYff9PHDuX3nH/aN5APjt1U7OfehGuOSz4C2Ddb+Cpkvhv58f3UkocMnnYOggnH4zlDRP+nc4Dmbc3HYsy+jujj7eccfWTPkAmF/q4UevXkJD+eQB57aOId59x8YJ6b776hU0l0/eMhrq2I3zr69D7d+d2ZYqWULshl/jKZ83RbpduP/6WkT/aB3MLFlI6Ibf4Z0i3baOYd5zxwb2jclnU4mH771mJc3lkz/gPdAf5i2/fH5Cup+/eTU1Y3oojtcXjPOanz3Dnu7R8riwzMvv3r6WQs/UPfzmuFOmOXiujUmtB3qBXwohNgghfiaEmLwEnkiDrdkBKsDwITDTkIqxty+aFUQCpAyDv29oz9oWSVjdd8f6y/pDhOIp9vaG+MNzB1lVm89ju3szryfTxoRjh+IpwokUd2+ybhxlPgctvWHGu29rF2c2jl7sdnUHGYhMnMHy7k0ddAWibD4UAODGZjul236WvZORpi6+k729kawAFeDhlmHaPEutX+JB6M0OlsG64d+7tStr21AkmXVBAWjtC1PosfPMPusGe3ZTEQ9sy05nmvDE3l5OFcFokp8/vj9rm2laTw3/OuYhyGFPtfSzrMq6Wf38yf1Ek2laB8L84bmDWfvFUwadw7GsbQ/t6sHn0LMCVICW3hBlfjtP7O2lIs9JS6/1+s6uYFbFDOB3zxzkkkWlvPfipqyHNIft6Q6y/uDghO2P7OrFqSukDOs7kjaMCcf+9cYgnfNeDYkQ7LyXtLeCRZUF2Lf/BQoasgJUAHW4ldM8/fxiu6AnpmUFqAA/e66X7iU3Q8P5qJv/kJ0hb1lWgAogeneihLrh+Z+BIdfkPFHC8dSEiZMc2pG3pHYHYuQ5bTh1FRPzqCZekuauPd0h4ikjK0AF+O3TB+gMxCZJZWnpCdEbjANwwYJi/rm5I+v1SCJNfzjBUCRJMj3xWvWPDR1csrA0a//7xt0Dg/EUQ2PuyY/u7mN+iZdyvyMrQAVo6Q2TNkwO9Ec4OBDJClAB9veFKfE6UBUlK0AF6AnG6QrEeHmDQbdemRWgAvQG47Ro81C6t0Be1egLdm92gArQ9hyULCRduYbf7p7YQe+uAzbrIXWwEyKD0HwVbPxd9k6mAYF22H6Xtd8pqLUvlhVoAuzuDrG/f+pyebA/kjPdgf7IlOlSgweyAlQArWcr6aGDk6Sw2Ab3ZAWoAKJnB7bBvZOkGM3nvnH53NMzfT73dIdypts7rq443v6+8IT65I6uIK19E+vG0tw014JUDVgF/NA0zZVAGPj4+J2EELcIIdYJIdb19p6gwESzWU1X46lW/3q7NvE10yRrHb9MknHH8Tt0kmkTXRUj40zTeOz6pPuDNTYwaZh4R8awxFLpnOfy2LVMK+phjhx9+wvctqy++8NxgWGf+KQrqbhw6BPzoykC29jD5hiXqqkCW46n1vZx+bFp1vhbbSQ/1vjbieMYJhtvebwdj/KpaQp5Ocac2DSFAvfE8VUeh0Zk5O+e79JRBWiKgsc+sUKhq9l/T5uqTNh2mCrESJlKYR/pau3I0eXa47DKcSiWwueYeE67pkwYCw1Wq4LBaBCp5Cj7bruGngiAooGig1AZjiYxnfnW0/kcksJGgQNyvS2PXUMzEtZ48/FjTSc5ntDs1ngqZa5dUieaE9fPWRCKpyaMy3boR75OalcgRp7LGsdX4LLRM03gIh1bs10+7ZpCrmFpLruKPs331z7m2hZPGTnvsbaRi0qu+/TheSMOUxSRdczDxo7x9zqs62uu4x0+j01TsE0yRs96r2bOsXg2VSGaFthI5nzdrowE2WOveyLHkJqR15VEiALHxE5wBQ4TEhFQ7VYdKRGGHPUJNIf1eq5zzCGzVUbteu6/4WTbM69PMszJrk/9OSqTzBci1GlaGbVJxg1PM554fN0us3269zfp5zL1+5vsO3EqDQs72c21GtUh4JBpms+O/P4XrKA1i2maPzFNc7VpmquLi6fvqz8r8uth+euyt9WfD0PtmP5q6goclPuyv7B+t413XtCYta2hyEU4Pho0KgJevaaGBWVeGku8vOfieWxsG+KcpsJMkBZNpin3O8Ydx0NzqZdXrraeeA5FkhR77Zmg9fCxX7Gqkmf39We2XbOsHJuqZI4N4NAVrl5aTlW+i9euqQbgbzuC7F/2oez36y5iqzKfugIXa6uzG7xvOaOU2pbfW7+ULILSxRM+wpoCN++5KLtryPIqPwvKsgODxiIPacPkFadZ7+2pln6uWlqW9YzA59A4e17RhHOcCMejfDp1lfde1JT9GTg1llT4uWFVZdbNQFcFq2vz2dkVRBFw6/nzsGkqdUVu3ntxU9ZxK/wOa4KPMd58Vh2b24a4dnlF1vZLFpaw/uAgZzQUUuiy0VRqTZywuNJHVV52+Xz/JU38a0sn//vADt5wRl1WJdFtUzNdh8cGGZoiOKepiETSpHgkT+F4mqpx48Y+foaT0oP3gJGGM9+FY/+DOI0I4QUvh9anYMkrsvYP1V/OPe1eblmYpMYRocyXHdR//MIKCv/zftj/KMnVt2Q/jOreirnouqz9zUXXkzIVWP02TgZz4vo5C8KJSWb3PcKJk7oDMfJHxmznu230jLScScfHbJfP5nIvmqpQM2788seuaKbMP3Ulu6nUw9kjPZH+ubljQjfyhiIXqiJYVO4jkkhTmZd9rXr9mTX8c4vVSqirAo+u8PZz67P2mVcyOgGNXVM4b34xhwajPN86yKWLSrP2vXxxKR67RkORm7pCN9eNu0ZfuKCEDW1DOHU1cy8/7PS6fPJdOj/dauA1Q9x8RnnW62fVOGkaeITE0tdC5+bRF/p2Y9Sdn/3BLH817PkPomsTb2yMTqxPlA5BPADOfCsAbX8B1r4z+9rqzAebG854FxTUMZfNVhmtL7Bx6aKSrG1XLy2joXDqoLG6wJEjXTk106TT8qqILrg+a1t00U3oBZVTpgvnzcccN7TFXHQDkfymSVJYaotcXDauDF+9tJzawqmnnmku805Id9XSsgl1xfEait1ctyL7O/GKVZXUF8/NDprSRHNqTCqAEOJx4O2mae4SQnwOcJum+ZHJ9j+hY6ra10P3dujciFncDL5KjL49hMvW0kIVYdPG9s4gPYEozWU+8tw2avKd7O4Jsa51gIo8Jyur8+gLxtnVHSKZNlhVm0+Rx8aCMh8OXWUwFOfZ1kF2dg4zv8xrBRrAqtoCdncH6Q7EWFWbj00VeB06wWiKoWiCnV1BqvJczCt183zrINFEmjMbC6nOc/LcgUF2dAZYXOGjsdjN8y09NBR72NkVwqEJzl5QzpJKq2toTzDGC62DbD40xFl1Htba9sO+x4jY8ukpWEu3vYa9vWHOrLSxrSPA7t4wK6t8LC9WKN/9e6u7Zd05UFCf8yMciiR44cAg6w4M0ljsZm19AdU5xhh0B6Ls6AzSPhilpTfEqto8Clx2nm8dwOPQOKuxKDNxz3Fywsf8JVIGmw8N8eTePrxOnbMaCmku92GaJlvbh3mqpZ+0YbKiOo/WvhB94SRnzytkeVVeZtzVQCjOc62DPLu/nxKvnUXlPjw2jc0dw7T2hVla5afArVPmd1Ho1lnXOsTGtkFqCt24bSqaKtAVheXVeVSMqZDt6w3x9L5+OodinNlQyJJKH7u6Qzy5t4/FFV40ReHZ/QM4dJXl1X5iyTRuu0o6bY1biadMGkvcpNIGzWU+nGaEp1r6GQgnOXN+BXv7InQMhDizDFaIXbhUAxQN0+HH2PswB2tfTkuyhHMde7CHOxDpOOn+VoL5C9mtL0R3ulk6/ChafICWmlfydGuInlCCM+vzWOwaxL3nHtJVa9nIfMqTbRT3PYNi9zJYeiY+u8DZuxm6t0HpYtLFi63Ps2LVXGpJPeHl83hb8tkH+NZNK7J6Bzy8q4feYJxv3bRixse5+BuPcPO5DdQWuvneQ3t49ZqaCQ9opBfthJbPA/1hWnpC1nCXcIKzGos4va4AT45eHuO1D0Z4bv8Au7uDnNVYRDJt8MKBQaoLXCwo9dI5HCWRNhkMxylw2+gLRukLxTmjLo9Ce5on9g6QFhqLK/OIo1HqdbC/P8yGg0PUFrpYUZ3Hs/sGUBXB2ro80qk4e/sS7OmNsLImj0Asxe6uIPPLPFTmOVlY7svM3L/l0BDbOwPs6gpSX+RGVxUKPTYq8pwMhON0DMbY2hmgqdhDU4mHbZ3DlPqcpCMDnJYfZ0fYw4aOKPMLdU53tFEhBmjzLicWDlA5vB5HvJ9E1Rm0GSWUBLbgGd5FumwFWl4F6sEnITqEUXc+W0QTTx6IoAmTs4rjLAk9hSiosyZGGm6HsqUQD4MwrIBVd1l1Bd0JBfOhZOpg5zg4IWNSAbYf7GZjh9V1e1G5l+XlThbWlE6bbuPBAbZ2BNnVFWRhuZdF5V5W1Ew/R0fg4Fbo3oLavRWjbClmyRJ8NUtmkG4b7p7nEd1bMUuXEi5Zja9mYmPExHwOsr0zwI7OIAvLfSwq98won3t7gqxrtdIuqvBxem0+jSXTT4DUNRzlhQODbG0fZkllHqvr8in1Tf0w6iRwyoxJnYtB6gqsJWhswD7gLaZpThysNuKlVMmSTiqnXBAgnVROqfJpmibz/uc+fv3WNVndFp9u6Wdnd4CfvGHms4Wu/MK/+coNS8lz2fj1062srS/gLWfnfsgmHbVTqnxKJ50TFqRK0gycMkHqnFuCxjTNjcCpO/+4JEmSdETiKQNVFRPG1TltCuEj6O5rGCaBWCrToua2aQyEJ04sJ0mSJEnS7JozfdMkSZIk6WiEc0yaBNYkXuMniptKMJbCoStoI922fQ6N/pAMUiVJkiTpeJvVIFUIMaGPVK5tkiRJknS0Iol07iDVphI+giVkBiIJ/GNmCfc6tJxLdEmSJEmSNLtmuyX1rzm2/WWWzylJkiSdQkLxiTP7gtWSGjmCltSBcAKvczRI9Th02d1XkiRJkk6AWRmTKoRoBhYDfiHEy8e85ANO+mm1JEmSpLkjkkjlXO/ZoStEEjNvSR0MJ7KW7fI65JhUSZIkSToRZmvipAXANUAe8LIx24PAzbN0TkmSJOkUFI6nceTq7qsfWUvqUDSJe0yQ6rFrBKLJY5JHSZIkSZJmblaCVNM07wLuEkKcaZrm07NxDkmSJEmCkZbUHEGqXVNIpg1SaSOzNvBUhqNJXGO6DbttGsEjmB1YkiRJkqRjY7bHpN4qhMg7/IsQIl8I8YtZPqckSZJ0CgnF09j1ibczIQQOfeYz/I4PUh26QiJtkEwbxyyvkiRJkiRNb7aD1GWmaQ4d/sU0zUFg5SyfU5IkSTqFRBIp7JO0lDptKtEZBqlDkQQu22gHIyEEHrvGsOzyK0mSJEnH1WwHqYoQIv/wL0KIAmZvHKwkSZJ0CgpP0pIKh9dKnVmX3aFI9phUALddleNSJUmSJOk4m+2A8RvA00KIO0d+fyXw5Vk+pyRJknQKCcdT2LSJY1JhZIbf+AxbUqNJmko9WdtkS6okSZIkHX+zGqSapvkbIcQ64KKRTS83TXP7bJ5TkiRJOrWEEykckwapM29JDUSTeGzjW1JlkCpJkiRJx9tsd/cFKADCpml+H+gVQtQfh3NKkiRJpwhrCZpJuvvq6ozXSg3GkrjGdfd12VQCcoZfSZIkSTquZjVIFUJ8FvgY8ImRTTrwu9k8pyRJknRqCcdT2HMsQQPWMjThGXb3DcZSWbP7Ajh1lWBMtqRKkiRJ0vE02y2pNwDXAmEA0zQ7AO8sn1OSJEk6hUQSKRzai29JDcUnC1JlS6okSZIkHU+zHaQmTNM0ARNACOGe5fNJkiRJp5hwIv2iW1LThkksmcYx7jgOXc7uK0mSJEnH22wHqX8WQvwYyBNC3Az8B/jpLJ9TkiRJOoVE4pO3pNo0ZUYtqaFYCqeuogiRtd1l02SQKkmSJEnH2WzP7vt1IcSlQABYAHzGNM0HZ/OckiRJ0qklmpy8JdWhqYTi0wepgdjENVLBmjipfSjxovMoSZIkSdLMzfY6qYwEpTIwlSRJkmZFJJGetCXVriuEE9N3950qSA3IiZMkSZIk6biale6+QognRv4NCiECOX72CyFum41zS5IkSaeWyBRjUh2aSngGLam5ZvYFK0iVEydJkiRJ0vE1Ky2ppmmeM/Jvzpl8hRCFwFPA7bNxfkmSJOnUEU1OtU6qQmQGEycdHpM6ntOmEZJBqiRJkiQdV7Pe3VcIsRw4d+TXx0zT3GyaZr8Q4oLZPrckSZL00pY2TJIpA5s6WXdflfBMJk6Kp3BO0pI6kzGtkiRJkiQdO7MapAoh3gfcDPxtZNPvhRA/MU3ze6Zpdk6RrhUIAmkgZZrm6tnM54sSD0LPblKxAC2ihj787O4OYphQlefE59QwDJP+cIK2wSilPjt+p06hWycYT7OjM4hdU1hU7qXIacPtsrGrK0BXIEZvMM7Cch8OTWFvb5h8t426Ahe7uoOkDJPlVX6KvXY2tg0jMImnDPb1hqnIc7K82k8ybbK5fYhijx2HptLaH2YgnKCpxEssmUIIqPFr9EagyGPDng4zlLazpzdCNJFmfpmXdDpNJGnQNRyj1GdHVQQeu0Yjh4gYGlsGdaKmTnmBl1TaIJk26RoKs7pcp4F21O5N4CzALGjA07MRyhZjBjroM31sYR4HhpI0eA2Wl6jkRw9C91awezBKlxHHhr17AyI2RLp0GZ2+pfQnbPQE43QNR6nId3GgP4KmCJrLvYTjaTqHo4TiaeYVe1hc4aU8z3WiS8hxYZom2zsCbGwbImWYlPsd2DQFl00hkTKJp9JEEgatfSPlo8rPvNLRjg47OwNsbh+iP5RgZXUeBweidAdiLK30MxhJ0DEco6bARU2+nWjSYGdXiJRhUpnnxDBNPHaN7Z1BCt06bruG16GTSKYxgD09QfxOG3WFLmKJNIm0SUtviIZiN8UeG9GkwXA0STJt0B2MM7/Eg2GapA3oDyeIJtOU+xykDYN8tw0zlWCRo5+tiVJ2dIbwu3Qai91sbhvGrqs0l3nxpAapiOxAG9qPWr4MWyqA2b+fkLeOnUoTisPL4vCzaLEBer0L2aM0oCmwUO+iYHgrSrgXipsxFTtm3w4CeYvYpcxjIGWneziGqghOL4WmgYdJptL0+hazL1lAs9JGoUvDrDoDm8Nx4grEKSSSSOHQVcS4WXkPc2gKkRmMSQ3GJ2tJnVl3YenkkDZMdnQO0zYY5UBfhDyXTpHHDqZJWZ6dvlCS3d1BdFVheVUe80u9bG4fYldXkBKvdf/e3D7MonIfadOkazhGVb6TwXCStoEIlXlO/E4NXVVp7Q/hc+k4Nev/C91OKvMdJFIGXYEYPYE4DcVuNEUQiCUp97sIxaxroaIIOoZieBwaVXkOgvEkCgodwzFMYF6xm3ynTttQlAP9EfLdNhqL3PSG4gyFo1ya30M4rXBIqaScPooCW7GlQoQKlrBH1NMZTFHicxIJBznNdoD8oW2Y+XVEnaUoXZsBgVG8EDXaB74KjN7duJKDiLxqzHiYIU8jW1LVBBMGHUMx8lw6i0ts+J02dvUlaO2P4NBVTq/LZ0GZz/rwe3fBoRcgHYeKlVC+HCb53p6qNrX109IbpW0gQm2hm4ZiJ8uqCmaQbpCW3nAmXWOxh6VV/iM+X2Oxi6VV+dOmS7WtRx3YDYMHIL+OdOECtKoV06ZraWtnX1+EA/1R6opcNBS5aKiqmDbdtvYhdveEOdgfprbQzfxSD4sqpn9/e7qDbOsIcKA/TG2hiyWVfuaV5OzkeUwc7A+zoW2Ig/0R6orcLK/2U1MgV988WrPdkvo2YK1pmmEAIcTXgKeB780g7YWmafbNZuZeNNOEHfeAkeKZaC2JAg/v/P3zxFMGAD6nxhdetph7t3bx7+3dmWRvOKMWv0NjQ9sgT7YMAFDotvGD167kD+sPcWgwyv1bu/DaNW67sJGv3b8rk7ahyM0FC4r5xZOt2DWFr9ywlL+ub+O02gK+99DezH5nNhZycXMxfaEEuhD89PH97OgKZl7/3LWL+d3Traypy2dNjQ+fnqYjpvKFf26mOxAHQFUE33vNCj72l83ERt7T9SsquHlegFi4k9c9Vkh/2Jr1UlcF/+/ly/jwXzZR6LbxyqvC5N3zZuszAlIF8wif9xm8f3wNwVfeydeejPO3Hdb7ynPqbLgxgvjLW8C0zqOc/3GcW/6EGNhv/S4Eldf/lI3mWbz/Txv51NWLeOfv1pMyrOO/47wGHt3Vy87u0ff41RuW8Jq1tS/2r3xS2HBwiNf89JmssnfreY10BmI4VIHDpmWVj7MaC/nay5dSXehmT0+QD/55I9s7g3zq6oV848HdPN86yMULS3jh4CCP7OrNpHvn+Y08t6+fF9qGAKsr5YcuW8CTe/rQVMF/dvSwtr6AtfX5VBe4+ehfNx8uAtQWunjfxU209of5w3Nt9AbjfOjS+eztCaKqCn9b305TiYez5hWR59S549mD9Iassqgpgk9c1cxvnjnAK1ZVMpQo4v1/eiFz7Kp8J1cvLefHj+3jxqV5fNl5B/bNv4OKVTC8Czb8DoB8YNGCV/Hp2Ot54/w8Vj/4Nqqd+bxw4X+oFr0UPf8hRM+2zPsVV/4frP8N+f17WHLxV7n22YXs64tYn7FD4w8X+Vn80Fuo0Z10nf9bvrrXxhfsv8GTTsCCy2bjTy2NE01M3tUXrJbUmSxBE4wlcx7HOcOWWOnk8HxrP1sOBfjKfTuyrh+fvHohhwZjvO+PGzPX0YVlXm5YVclX7t2ZSb+qJp8bVlawtX2Yv65v501n1vLIrl5++WRrZp+LmovxOjTW1BeyuyvE7Y+0ZF677YIGNh4c5ql9/Zlt77+4iboiF79/9gCptMkZjQV85d6dpEfubyVeO1+4bjEfuXMzwZEHJg5d4YevO4133bEhc5ymEg/nNhXxioJWUi2buM95I/XKfhpeuBUleAgAl1AYvuzX7DGW8r27tnLP+e347n43AKFX/QXfH6+HRNg6oM1N4pW/w/b3N8Nwm7VNKHDpFyi87yMsvO73nPHHUOZzrCt08f0bF/CJv2+jN2jVDbx2jT++4wwWq+3w66shYtV5UHV44z1Qe+bR/SFfgvZ2DfOrpw7y9w0dmW03nV6N365RW+ybIl2IXz3VOiHdrY4G6os8k6frzX2+Wx0q9UWTny/Zuwft+R8jNv8xs01d+UYSjg9iK6qfNF1Hby+/ePoQv18/WrV/8+pibr3ARllR0aTpDvaH+cWTrfx1fftoPldX8b6L51GRP3kA2DUc5UePtkxI95HL51PkdU6a7mj1h+J85797ss73qtVVfOKqZvJd9mN+vlPBbK+TKrBaQw9Lj2x7aRg6AEaK8IH1HFSq+fO6Q5mbG0AgmiKeNrMCVIA/Pn8QoQjW1BdmtvWHEzy7f4B5xR7u39oFwFXLyvndMwez0u7rC+N32QCIpwz+vb2LN55Zx08e25e139Mt/eS5bNg1lXjazApQAb773z284/xG/rDuEAVeB88cCNA2EM0EqGA9cf7Jo/u4+byGzLb1B4do6HuIJ0MVmQAVIJk2+csLhzijvpBPXVSG/4nPZwJUAG1gLyRCEA+wZxj+tiOUee0H15bBE9/MBKgAQlEyASoApony2Fc5uzjOGQ2FPLCtKxOggtUlb2yACvDN/+xhe8cwL3WGYfKrp/ZPKHvtQ1H+va2LMxqLJpSPp1r62d4VAGBb+zDbO63PLs+p83zrIADLKv1ZASrATx/fx1lNozeTWNLghQODdAetVleAZ/cPsLqukO8/vHdsEeBAf4RwPMWvnmrl2uXWk9PvP7yXixaW8vcN1kX98iVl/GPDIWLJdCZABUgZJvdv7cKpa/idNr773+xjHxqM4rSpCAFXlwetABWg6VLYeEfWe/Dv+jOvqA3zs112UpVn0Nf8Br723wMsEq1ZASoAj30Nznk/AJ7Hv8RbF49eMgOxFA/0F4OvApJRmjv+xo5B2Ft6FcqzPyQWGkSafeFEOmcL6GEOXZ1RS2oolsKhT3xuq6sKAkE8Nf0xpLktkkjxxJ5+/ryubcL1oy8Y5y/rs+/h5y8o5lsP7sk6xvqDg9h1lbQJPYEY+W4bvx93n35oZy8rawoQwG+ePpD1ml1TswJUgB891oLPqdNc5iVlmNyzqTMToAL0BOO09IZJpEfzFksa/G39Ia5cUpbZtqcnRFWeg6adt7PduZo0goWpnZkAFQDToGHzNwkFh/jgmT58j37G2l5/PsqeB0YDVIBEGG3HXaDZstKz8Q6YdzG+jT9hVdVoMNPaH2Fbb4KbFo72IgnGU9y7pRPanh0NUAHSSXjqu5CSyzsd1jYUywoYAf68ro0Dg/FJUlgODUVypmsbiE6drj+eM92hgdiU6bTB1qwAFUBs/C360P5JUlg6B8JZASrAr1/opXMgPEkKy76+cFbgB/DnFw6xpzcyZbrd3aGc6XZ2hSZJ8eLs6gpOPN+6Q+zsDE6SQprObAepvwSeFUJ8TgjxOeAZ4OczSGcC/xZCvCCEuGX8i0KIW4QQ64QQ63p7e3MkP05SMdDdxIQDp12nKzDxi52rm1gybSIEpMfeJYG+UII812glye/U6QtNvDiljdEbVX8oMVKBMibsF08axFNp4smJlavhqNVqYJoQS6YJxFIMRyfeLPrCCQrcozcov1NHj/bRE5v4rKE/HMfv0ilxGlZ3yXFEMgJCITLuMym1pxFj9xcKpCfmRYT7sZlWt6K+UPbr4z9LgMFwgmR64vbZdrzLZ9o0OTQ08WY0GEngdegj5WBi+QiPTCYztgIfG7Nfrs80ZZgTemcNhBPkOW1ZDw1UxSqb40WTBuHE6Ni/eMogmTYyFUZFWEFBrtlU+0MJ8lw60WSa/vDE70UiZaAKgd0Y81mYRtbDj8PsZoz2sCDlLCTuLGYgnEBJ5bhxRQdBH+kyngjj1bK/S4dCAhxWcO4OHyLfpRExdES4BzMx9Y3+RJkz189jJJJITTqzL1jdfaMzWYImmpw02JUz/B4/s1k+EykD0zSzHrAeFk6kGRh3zbJpCtEc9894yiBtGLhsGvGkkRU8HmaaJmnDnDCeOdd1NZY0SKUN0qY5cn+beH0bjiaxj2vp7wnGKfNlt9CkDQNbpJOwoWOaJvbUxAe1argbBwmKHCZEh6yN/kr0YNuEfcXwIXCO6/4Z6QNnPvZQB0Wu7DyF42kqxzVSHRqMQixHRX24DYyTb3mn2SqjuZbKMk0IJ6b+jHL19DBNpu1BEspxXNMcrRtMxkzkuFeaZu7tY0QnyWeu7WPlmvjONJlQlxwvV/3ben+zcy2frMfNdJ+nNLlZC1KFEApWUPoWYGDk5y2maX57BsnPMU1zFXAl8C4hxHljXzRN8yemaa42TXN1cXHxMc75EfBXQ38LhU6FyGAX16+Y2K++3O8g36VnbVtS6aM/mGAwnH2BOLOxkBcODFM6ctN5ZFcPVy8rz9pHUwQ2dbQide78InZ1B1hdl30T8do1fE4dn0On2GufMKnIlUvKeHR3L3WFLly6wuoaPwvLJ3bvuGFlJX96bvTG1R+OM1B5EecWTwyKLltcxtMt/fz4hSihpW/KflFRMf1VYBrUF7oo9ozeWL/0TBJz2WtG9zUN0N1WsDqGsezVvBDw8VRLP5csLBn3uSjoanb0dN2KCmoLj32Xjukc7/Kpqwqvz9GteUmFn7RhkDTSrMlRPuaVWN2A5pV4MuUjz6XjHgkgowkj6wEFwKJyLwf6s59entVYSGt/mFjSqqi5bSodQxFuWJn9fVAVQYXfwQXzS3h2pCVhTV0Bg+EkdYVWINjSE6bc76SmYOJY4ksWlfLCgUEKXDZevrIy6zVFgMeukTJMNkeLrNZNgEAHFM3PPpC3jC3RIt7YbOA4+Cile/7ETStLGPY0gpr9fll0A+x+AIBk42XcezC7pe2amrg1zgporXsVbQMx6lMtpJe9GmdB9nd3rpgz189jJJJI45giSLXras5AY7xgLPfESTAyeZIMUo+L2SyfeS4b1QWurNZHsK4f1flOrlqa/Z3d1DbMuU3Z3RDdNpUCt45DUxmIJHDoCsvGjf3zO3WGIgkcujohvcCa12GstfUF6Ko1dnp7xzCXL87OH8DiCh+BaHYZvGZ5eVbLjaYIDBTa57+eJrUbTVE45Fo0Ydxn36I3EbcX8LNNceKLX2Vt3Po3Ys03TDhvesmN0Lk5e+PCa6HlvwwsfgNP7B8NPlVFML/YyW93ZX/frl1eAeVLJxybNbeA7eQbrzdbZbSmwEmFP3sug9pCV877YXY6V8501QVT139qC1xU5mXvU1vooma6elN+Haa/OmuTmV8PeZN39QWoKPBQlZf9UKW2wEF53tRloLbQOSGfNQUuaqf5XBqK3VTlT0xXXzQ7Za6xyDPhfNUFThqLT74yPlfMWpBqmqYB/MA0zfWmaX535GfDtAmttO0j//YAfwfWzFY+XxSbG5a+AurO5xJfG/OKrHEtZT4HNQUuPnr5AmLJNN959UrObSrC79S5bFEpbzyjlquXl1Pqs1PitVNf5OZ/b1xGZZ6dK5aU8uHLFnDOvCK6A3GWVfq5+dx6Ctw2llb6+O5rVvDo7m7K/Q6+dP1iLlpQwsaDQ9x8bgPXLa/A79RZU5fPD1+/CiFMHt/Tiybgu69ZwbJKP/kundesqebyxWUMhpN87YbF9ETSVPtt5NnSfP2Vy5hX4qHYY+e2Cxo5vS6f6kInfqfO+fOL+NgVzTzHIqodUX54dSENRU5KvHbef3EjC8u8rKrJY2N7gH31rya89gPgLiJduozwDb/FuePvmFf9HxV9j/PLSwwuasrD79TxqXES86/GPPv94CnBLF6AWdSMceOvMUsXg7sIY+1thJe8DrfTyeWLyxiOJrn1/AZKvHYaitw0FLv4yg1LWVzhI9+l86Yza3n92hryTpFxABcsKOaL1y+m3G+VvQ9fNp9gPMmnrlpENJHmlvOyy8eP3nAay6ryAFhdm8+P37CKFdV5/OiRvXz3NStZXZfPPzd38JlrFnHeSNm9akkZX7huCatr86keuZm++8J5xFNpPn5lM/ds6uD0unw+fc0iHLrG6XUFvPXsOgrdNhaWe/nWq1bQMRThnMYidneHuHZ5BR+4tAkhTN5ydj0XNhfzVEsfrz+jhuFYnE9c2UxjsZtir523n1OPrgg+d+1i9nQHuG5RHjefW0+h20ZzqZdvvHI5/93RTWOxm9LKevqv/S2xxitgz79Jn/MhjEU3gDOfaMNlvHD2T9C8xVwYfwRsLoYaX8a5jXnc1V9N7BW/xqxYCa4COO2tmIuvhz0PkFz5ZnYt/wRNVaWU+x1UFzj51nX1rOm+E3wVdJz7/3go2sRPLjKpcEGs9pITWRxOKZFEGoc2+a3MoVuVfzNHC9ZYgVgy5zqpAC6bJmf4fYm4qLmEMxsLeeOZtRR5bCws8/KF65awryfEvGIPH75sPmU+B7WFVjD7P1ct5LVra8hz6aytL+AL1y3hZ4/to7bAyReuXcyD27p5z0XzuHJJGX6nzlmNhXzp+iXkuXQe3dXLuU1FvGp1FXkundPr8llS4ePbr17Bmrp8/E6d61dU8Naz6/nPti7qC9284cw6fA6Nt55dR7HHzrwSD19/5TIGQtYY/sPX3o9fuYCmEg/XLq+gwG1jSYWPH7xuJfv7QvwxfDrlyhBrfYP0eBdx8PJfki5eBJ4SQmd9nO1FV9E1HOPM+RU8V/12witvBpsLJR4gdPm3Ia8G/NWELvs6iUSC9HU/wixZDO5iWPMO0BzETr+Nra4zuH5lJYVuG4vKvdz+2hU0+lJcsqicipHr5NdfuYy19QVQvQZe+WsoaABvOVzx/2D+lSe6OMwpy6ry+eZNyzl/fjF+p85FzSX87yuWsbgib8p0S6vy+MarVhxFuny+/splE9ItmiadUrkSrv8hZtOl4MzHnH85XPcDlIocDyLGaKgs4/ZXNXP5Aqvud9XCfL5/YzP1VRMfyoy1uDKPb7xyORcuGJPPG5exqHLqiZMWlPmy0y0o5v9uXMb8ssnH274YDSUevn3TiqzzfetVK6gvnnxcsDQ1Md2N+0UdXIivY02U9DdzhicSQrgBxTTN4Mj/Pwh8wTTN+3Ptv3r1anPdunXHLM9HJZ2CaD/EQwyoRfTHwDAFijAp97uIJNO47So9gTjJtIGqCmwCTKEQjqdRFUGhx0bhSOtiOJ5iIBwnmTIo8Ttw6Rp9oThOXcXr1BkIJzBNM7N/NJEmEE3isin0BhPkuXUK3NZr/aE4AlBVhd5AlHjKwOdQicQSeOwa4ZRAVwUuu0apz0lHdx9RFJKGhktXCCVSeO0aoUSaEq+djqEYfodOykzjNUIk0QgaDlRFkDIMHLqKkU6Rr4QxNDdmbAhDceAlhIJJv1KI2wjgMqP0qOXEDZM8ESEtNFSbk7xwK4bqICqcxEwVG0nUVJSkpwJVtzMYTSIQhOJJ3HaNaCKNENbESpigKJBIm9Tnu3A49Mn+YsfCjMZWH+/y2R+KW93BTYHfpYOAQDhJLJ0GAcmkmVU+xuoLxgjGU6gI0pjEEmnsmgLCCgT8Do10OkW+FqY77sZEoCoCRRFgmCTSJjZNJZZKU+y1k0xZXW0HY9bENkbaAASqKoglDNx2BcMUpNMmBiaKAsmUicumogqIpAx0RcEwTZJpa4mRRNqgTAtjqjY8Xj+7eyPYVQVVmMTTJooicKoKsWQCr2ZgT4dJam50kniS/QxpxURMG6aRokQNo5lJ2o0ibIqBywwRxkW+EkVPBYlrfkxM1HSckOonLmxEkia6omJgYleh0OjDNKGLYgqVAI5UCGf5guP2957CnCyfs+H+rZ388slW3n/J/En3eeMvnmXr5y/Hrk3e4vrKHz3FZYvKWJKj4vOVe7fzP1ct4szGwhwppaNwwstnbzBGNJHG59SJpwzcdhWPXWcoHKcvnMCpa1SOtIok0wYDoQQeh4YiBP3hOLoiSKZNUoaBUxOkU0mG4uC2awgFEikTwzDRSeCyafRHweNQSaQgaRg4NZVwMoXXphJNGQgETl0hkjRQhUnatO5rqmK1viZSJopiAoK0YV0nNQHhhNVNWCCwaWDTNEJx64GLPTaAoTuJphTylAg2M0bQXo5IRUikBaZqJ5VM4LYp6KkANgVSig0lFSMtNExUDATDOPGLKG4jhKLqREydmGnDrsKQYcdIp/FoacoKC0FRGAzHCcVTuO3axHtNZACMFHhKJv5R5o4Zz50yG2W0rT/IUCxFgUulMn/mAVVbf4ShWIICl43K/JmvbHC050v0H0CLDZJ2FaDn18w4XW//AMFYAq/LRnH+9DMXH9Y1FKEvnKDEa6fEN/Necv2hGL3BBKU+O/k56j7HWiAapy+YpNhrx+uclXroS2dun2nM9uy+7wA+CKSFEIcHaJmmaU71LSgF/j6ynIAG3DFZgDpnqBp4SsFTSgEw/ivnGSmk9cUzK6xuu4Z7XHegEt9oV47xXTCdNjXTTc3rzH6tcEy3Wv8MviwVpZPPsGYdb2yXkqn+jHnj/h05PnD4ExrtsDmmK6p/GQrgHfkZz3eKtIwerbF/78OK/ZNXzMcq8joomtHM7HlMP/H7qOknlz9So2dfPO0U9GPLcznZHbOs30Y7KBWOLYmM/SZN3lnH+g7MA3KXWGm2heMjD1Om4NRVoon0lEHqZOukgjX5klyG5qWl2Jt7iag8t528cRVZXVUoHdOdssqWOwCY6lpXesQ5PBbGtuBYD1jcE7YfNnmwYF1FR6+OYz+dXKny3VMEA66ZByWnqupCL9XT75YjnYtqjnzZvaM9n62wFqg94i6ZxYUFHE0n6bI8F2VHsaxgoccxru46u3xOOz6nrKseC7MapJqmecS1NtM09wHLZyE7kiRJ0ktMJDn1mFQYCTITaaaq34Tjk88S7NRV2d1XkiRJko6j2W5JRQjxcuAcrBl7HzdN8x+zfU5JkiTp1BCJp7DNoCV1upkgp2tJDcogVZIkSZKOm1ldgkYIcTtwK7AF2ArcKoT4wWyeU5IkSTp1RBLpaYNUu67kXN4h+zipSVtSZXdfSZIkSTq+Zrsl9SJg4eFJk4QQvwa2zfI5JUmSpFNEKJ7CMcVYU7CCzKlaUlNpg2TKnHRsq11TCMZOvvUcJUmSJOlkNastqcBeYOyUX9Uj2yRJkiTpRYskUtj1qW9lDm3qltRwPI3TpiJE7kkTnXKdVEmSJEk6rmY7SPUCO4QQjwghHga2Az4hxN1CiLtn+dySJEnSS1w4np62JdWuq0QSkweZwfjka6SC1RIbkEGqJEmSJB03s93d9zOzfHxJkiTpFDaTllS7Zq1JPZnDLamTsWb3ld19JUmSpFODECJkmmau9arG7vNe4J3AeuBOYLdpmtuPVR5mewmaR6d6XQjxtGmaZ85mHiRJkqSXrhm1pGpTt6SG4klcUyxj49RVgrIlVZIkSZLGug24xDTNQ0KIXwH/xOo1e0zMdnff6Ry/1XUlSZKkl5xoIj19S6o+dUtqMDb58jNgjUmdKr0kSZIkvVQJIT4ihHheCLFZCPH5kW0/AhqA+4QQnwSuBf5PCLFRCNF4LM476+ukTsM8weeXJEmSTmLhRAr7DFpSQ1PM7huKp3BM05J6pEvQpNIGwViKfLftiNJJkiRJ0lwhhLgMaALWAAK4WwhxnmmatwohrgAuNE2zTwjRBPzTNM2/HKtzn+iWVEmSJEk6apFEetL1TQ9z6sqUY0pDscnXSIWR2X2PMEj9yF82s/KLDzIQThxROkmSJEmaQy4b+dmANfa0GStonXUnOkjNPd+/JEmSJM1ANJnGMd0SNPrU3XWna0l16CqRKZawyXW8B7Z1saI6j/9s755xOkmSJEmaYwTwVdM0V4z8zDNN8+fH48SzFqQKIdSRZWem8obZOr8kSZL00hdNpKcMMMEKMqdqCQ3GUlMGus6RJWxMc2YjVJ5vHaCx2MMZDYU8sqtnRmkkSZIkaQ56AHirEMIDIISoFEKU5NgviLX06DEza0GqaZppwBBC+KfYZ+tsnV+SJEl6aTMMk3gqjU2bSUvq5EFqIJbEqU8+RYOqCHRVmXFr6rb2YeqL3DQUudnaEZhRGkmSJEmaa0zT/DdwB/C0EGIL8BdyB6N/BD4ihNhwskycFAK2CCEeBMKHN5qm+d5ZPq8kSZL0EhdNWgGqIqYeOeLQpg4wQ7EUea6pJzhy2axA122f/ra5pX2YphIv5XkOugOxGaeTJEmSpLlg7Bqppml+B/hOjn3qxvz/k8CiY5mH2b5r/m3kR5IkSZKOqXBi6gmPDpuuJTUYS1Hun3pFNJdNIxhPkauP03gtvWHOn1+CpihU5DnZ3xdmSeWknYokSZIkSRpnVoNU0zR/LYRwAjWmae6azXNJkiRJp5ZIfPrxqDD9xEfBWBKnberbodM2s2VoTNPk0GCEMp8V9JZ47RwciMggVZIkSZKOwKzO7iuEeBmwEbh/5PcVQoi7Z/OckiRJ0qkhnJh6Vt7DDk98NJlgPIXLNt0yNiqh2PRBancgjlNXcY4cr9hrp7U/PE0qSZIkSZLGmu0laD6HtfjrEIBpmhuBhlk+pyRJknQKiMxgZl8Ah00hnEhPOjvvdOukgtWSGpxBS+qhwQilvtGuwyVeO619kWnTSZIkSZI0araD1KRpmsPjthmzfE5JkiTpFBBJpHFMM7MvgKYoqEIQT+W+/YSOYUtq+1CUQs/oJEyFbjsdQ9Fp00mSJEmSNGq2g9RtQojXAqoQokkI8T3gqVk+pyRJknQKCMdn1t0XrJbQydZKDcVTme65k3HoypRrrR7WMRSjYMxMwYUeG53DMkiVJEmSpCMx27P7vgf4JBAH/oC1IOwXp0skhFCBdUC7aZrXzGoOZ0HXcJQ93SEUBeyaQiRhEEumKPM5EIBQBB1DMUq8dgYjCVwaNDuH8KeHoLAR3EWZYwXbtpEe7kC48gm462kPmygIkoaJXRPYVJX+cAKfXaNG7cUT68LuL0Epmsdw3GRfX5hk2iDPoTMUS5JIGUQSaTx2DbddRVNAweTgYBy7ppLv1DAwCcUNEmkDn0Mnmkzisev0BuM4bSoeu4ZpwmA0ia4Iijy2TOUtmkjjdej0hxM4bSpOXcWrm8RS0B9J4dAVCtwaA+EUg5EkdX6VhuQegnjottfQHYjjsin47AoDkRSmUPDYdQbCcUp9DoKxFOFEmjyXTjJlYABum0owliJlmLhtKinTJM+hs6Qq70T8+U+Y9sEo7YMhDAQD4QTFHjs2TbFadtx2vHaNAo+N3mCC4WiCIqdCabwVMx4k6avlUMKD3a7TNhDFZVMpdNsIRpOYQhBJWEtopA0Tt10lmkzTKLrwxdoRrnxa9Xm0DSXx2DVUBYLxNE5NId9jo3s4hq4q6JrCcDSJTVUo89npGIqhKNbSIaVenVDCoHM4Tk2BgwqjGz3cRcKRT0uqDFXTSKZN7JpCIJbCqSt4HTrDkQQoCoFYkjKvHcMEj13jwEAETRGUeG0opIilBE4zSkmyHWEkiXsqccX7Eakofa4GOmN24ikDp00lbZqogMOmEk2kGYomKfc5SZoGfcEERR4bacMg32UjHE+RNqFMGaY83grpOKm8BpzlC05oWThVhOIp7PrMnrUenvioyGPP2m4YJrHk9N2GHfrkQe5YhwYjFLjHBql2ugKxGeVRmn2ptEFrX5hALEkonqbAbaOh2E1vME7ncIxij42+UILhaJIirw2nrlFb6MI1MrFWKm2wvy9ETzBOKJbC59QpctsZiCToC8Up89lJmyOTcekaKcOg1OcgGk8STBhE4tZyRzZF4LIL4kkYiiWJJw08Dg2nphBJpTEM636a57bhsSmk0iYDkSTxlEG+SydlmKQME5euMBxLUuJxEI6nCCXSKALynDqKKshPDeAOH0Rx+gjaSmgfjFLg0igSAYTDz6GIQk9Mw+204dI1hqMJbLpGkVOhIHYAMzpMv3se7REFuwp+t4OO4TiqIijx2EgYBpGYgSkMdKEQSxlU5DlBWPehcp+D2iL36B/ANKG/BUKd4CmDgkZQZru95OQxFI2wvytEV8AqS81lXpxO5wzShdndFaM7EKPM52BJmWtW08WiQyR6WjECXSjeMvTSBTM8X4j9XRG6AnHKfXYWzPD9pVIG2zqH6RqOUe53sqTShzKDcpNIpNnSMUzXyPtbUe1HVWf2YPNohKIxtneF6R75+y0td+NwTD1z/KlCCHEF1jI2KvAz0zT/33RpZnt23wjwSSHE16xfzeAMk74P2AH4Zi1zs2RHxzBfvncnNk1hRXUeQ5EEv376AGnDpMBt45uvWs7n79rO9adV8vV/72J3dwiAa5u9/I//35R1PwY3/hyKmgjvfhTvP94MkQFQVMS5n+FJ2xU8vC9MbzDGypp8fvVUK05d5W9Xpil+5J0QGwJVJ3XpV/lG+0p+83w3/3OlVWEOxdP88NEWkmkTn1Pj/RfPZ0mlj0/8bQstvdbEHi9bVs7ahkI+fddWTBMaitx86PIFvOcP6xiOJtEUwc3nNuCxqzzZ0s9TLf28fEUlS6v9/ODhvdx6fiPf+c8egvEUNlXhHec3kOfUMUyTx/f08Ya1NbxwYIjv/HcPKcMkz6XzrRsWUB7aynufGGB/v9XicP2KClKGyT83dzKvxMOrVlfRPhTjmw/uJhBLoauCd180j2TKYGdXkP/s6AFgUbmP61ZWoKsKQ9Ek5zQVH/cycCJsbhviN0/vZ2VtAV/853ZiSQOnrvL5axfzyyf3s68vzLdvWsFPn9jH3zd0ANBY5OL2NX0seOjt4K9i/7WP8cE7NnCg3xo/99az6yj1OfjGv3eTSBt47Bqffdkinm7p59aq/ZQ+9h6IB0G14Tnnq3x7YwM3rqnn9odb6A3FUQR86uqF9IUSeB0af153iP19Vjm7Zlk5ihDcvamDd5xXx/xSP5/6x1YKPDr3XJmk4F83QzwAqo34WV/iSweXsayumEA0ybP7B7hmWTnP7e+nusDNr55qzXy/fvDalXzozk1s7QgAcN78Yt570TzCPQdYuOfrOPf8EwCzbBliwZUMdu7jDttb+fkLg5gmVOY5ecvZdYRiSQwEtz+8N1NO33dxE//3wC4UIfjS9Uu4b0sXaxsKKYrup3rf9xG77gVAK1lM8qpvodetPd7F4JQTiadm1N0XwKVbD7PGOzz50rRrreoqgWhy2vN0DsdYPuYBmdumYhgmwVgSr0OfUV6l2RFPpvnr+kNE4ml+9XQrhwat+83r1tYQjKVYUe0nGE/x/Yf2WvdJh8ZnXraYf6w/xC3nN+J1aPx7exe7uoL88JF9pAyTheVe3nNREx/7y2ZKfA6uWVbODx9pIZE28No1PnDpfCLxNG2DUb79n92EE2nsmsKnrl7IvGIPd21q54/PHwKgKt/Jhy+bz+7uED99fF/mXv2916zkjmcO8sD2bgCay7y8ek013cNxtncGeNs5dTyzf4D/7uzh6ZZ+AFbW5PHFSyuouecaCHSAEBgrbuMP/Zdyf0uM/7ylmn9sHOTbj3dimFDssfO+S5oo9zm4a91uvly3EcfDn2fTRb/m7X/fQW/Quqa/6aw6dnYFebqln9Pr8nnzWXU8uL2HaDLNA9u6AGgscXPjqiq+dv8uPHYr/xc2l1gB6o574O+3QDIKuhNu+DE0v0wGqsBwNMK/t/TymXtG7+Ffvn4RVy4qnjKQG46GuX9LP5+7Z1sm3RevX8zVi4pmJV0sOkx6+7/x3f/ekb+ji9BV3yfafNWU6YaiIR7c2s+n7x59f1+6fhFXTfP+UimDv29s59N3bR2TbjE3rKycMlBNJNL8Y1M7n7l79P194brFvHxlxawEqqFojHu39vKZu7dmne9lS4pP+UB1pPHxB8ClwCHgeSHE3aZpbp8q3WzP7nu6EGILsBnYIoTYJIQ4bZo0VcDVwM9mM2+z5dE9fTyxt49VNfkIAb940qpAAwyEE3zhnu2844IGWvvCmQAV4O6dQZ71Xgy9O2D9b4j07Md53/usABXASON79LOc7+/lgW1dXNhcws+f2E/aMLllpZP5T37QClAB0km0Bz7ChQVW2qoCN7GUyfcetm68AIFoih8/1sLOrmAmQAW4Z3Mn/aF4psJ2RkMhX/rndoZHKmcpw+SHj7aQNuHMxkIA6ordfOGf23nZ8gp++EhLZnKRRNrgBw/vJRRPUeJzsKa+EEVV+MaDu0mNfCZDkSR3rO/h9n0lmQAV4B8bO5hf6kUI2NsTwqlr/ODhFgIjlcxk2uTHj7aQ57JlAlSA7Z0BWnrC7OoM8PcN7ezvHf2MX8ru3tTB+QtK+cLIzQ0gmkzzuXu2cev5jSTTBnt6QpkAFaClL8JPDpSRKF/NwNmf5ZdP7c8EqAB+p87/PrCLRNo6Xiie4sv37uCKJjfzn/iAFaACpBNUPf5RvnyOjT8930ZvKA6AYUI4keaxPb1sbBvOBKgA/9zcSWOJB0XAWY3FfPqurUSTaf73kkIKHniXFaCOHLv6iY9zY22InZ0BHt7Vw2vXVPPIrl6WVuVlvgNgjRn81+bOTIAK8NjuXja1DbHM2J4JUAFE12YIdLCl+vX8bJ0VoII1nvC/O3socNv57siDFLDK6c+f2M/LllcQiqf4/D3buHhhKV/5105WGNszASqA6NmGuuUPJOJyspzZFk6ksR9Bd99cS8gEY9OPR4XJg9zxuoZjFLhHg1EhBPluGz3B+IzyKc2ePT0h/rGxg8f29GYCVIDfP3uQlTV+fE6db/9nz+h9Mpbia/ftJGWabDo0xJ6eEPt7I3zvoZbMteFtZ9fzmbu2EoynuHZ5Od97aE/mmhmMp/j+w3tJpA2++989hEeWQYqnDL7wz+1EkulMgApwaDDKXZs6eeHAYCYP8aTBxrahTIAKsLMryNb2ADZVsKMzwP6+MH2heCZABdhwcIj/7uwmc3EzTQo3/IA3NwyxqtJFe3+Abz5mBagAvaE4v3vmAOsPDnLbaW4cD36c4aYb+PTzNnqDo9f0Xz7Zylkj9/7nWwfZ2RVkUbk3E6ACtPSE2dI+zMJyL6F4ivf/aSNtAxGrBfVwgArWv39/Bwy0vLg/7EvE3s5gJoAD6x7+qbu2s7Nr6vadnZ1RPjsSiB1O95m7trG1a+p70NGmS3S34L7vPWP+jhE8972HZPfUK022dIb51F3j3t8/trOzKzBluq2dAT71j63j0m3LutfnsrljmE/fNfH9bTw0fqqcY2N7ZzgTSI893+bOk2t297qP/+u1dR//V2vdx/9ljPz72mNw2DXAXtM095mmmQD+CFw3XaLZfnT1c+A20zTrTNOsA94F/HKaNN8GPspJOsHSulYrMIwkUjkn6djXF6bIY2NT29CE1zb1q+Aphb0PIiL9KIP7J+wjgtYNbeyx57ljEOzM3tE0KUj3AtAdiJFIG4yf2LI7ECcYm9gy0DkcI89pVbIKPDY6hyd2VYunjEweDh/bbdfoDyey9jNMSBomA+EE0WSarhzHKvTYeWr/0ITtA+EE7pEuVoFYMhP8HFbmc7KtY+LFZkv7ELGUkWlNfakLx63WxVB8YpmLJNLE0wZeh56zkvxEW5xAyel0F61lXetg1mtJw8wEgIcNRZIIDIhm74uRpsjsn3AzjacMFpb52Ng2bn+gNxDD59QZjiUza1iWqAEI92XvaBoUGv1sPDREc5kPu66ysW1ownttKvWwIcf3amPbEM5AjkpQ5yYOJjwTNm9qG5rwvsGqQBZ7ra6igxErz5UFDvSuDRP2VQ4+RTrQM2G7dGyF4yns2syCVIeuEs6xDE0wZnVln47TphLIcb0crzcYJ3/MmFSAApeNbtnl94TrHI7SXOZlY47rhE1V6Q7EJtwne0Nxijx29vWG6RqOEU9nX3cURdAXsu57ibTJ+EvHQDhBPG1MmBk6mTYzwd9YL7QOsKDMm/m9xGdnf+/ESu6mtiGiSYPGEg89gTh7eyY+kH34YJpk0aKsbYWpXtaWK3QFJ5blnV1BFEUgRh5SDxauZHPnxIBl7LX3uf0DGDlmzd7UNkxzmdUZbjiapC8Ut+opyXHjs5NRCHZNSH8q6grEc97Du6d5wNU9SbrpHoxNdr7p0hmBbkiNu54lwqSD3bkTHM5ncOL5osk03cHEJCksncPRnOly1Sez08Vyn2+adEdrsvd3Mj2gHAlIfwrUAmLk358eg0C1Emgb8/uhkW1Tmu0gNW2a5uOHfzFN8wlg0kfRQohrgB7TNF+Y6qBCiFuEEOuEEOt6e3uPXW6PgdV1BQC4bBr2HN3QGorcDIQTLMsxXnJ5QQpC3TDvEkx3IUZ+/YR9TG8VAI4xFbOWiBO85RP2HVCtrq6lPgc2dWJeSrx2fDm6n5X7HZngbjCcoNw/sZuCXVMy78+mKghhdb0bOxYLQBGgqwoFbhtOXaUsx7EGwnHOrJu40H2B25apVPodOkWe7GN3BqIsrpiYbmllHg5NIZU2MsH28XS8y6fbrrO2vgCPXZ1Q5lw2FYemEIwlKfHaJ6Q9p9qOr+d5yvqf57Ta/KzXdEWgKtldIPNcOiYKOLP3RVHpU4pYUOrN2mzXFHZ2BVlRnTfh3MU+B4FoEr9Tz7Rk9Rr+rDHZAAiFfqWQFVV57OoKEk8aLK/2T3ive3tCrMj1varOI+rLsfJV+XJqbBMrdsur89DUiV0/q/Kd9I3cbPJdVp7bB2KkylZM2NeoPhPVVzLxnHPAXL5+HqngyPjkmXDoSs6W0EAsmRlvOBXnDFpS04bJYCSB35V93cl32+gJnDwVlRNpNstnud/Jzq4gy3Ncj5LpNKU+B+N7fRd77PSHEjQUuSnzOyZ0LzdMM3NvsqmCcZdM8l06dlXBO+5BiK6KzEOvsU6rK2B39+jDvp5AnPpi94T9llX5cdoUWnpClPjszCuZ+MDtwhoVvX9H1rZ+rZhnOw3KvBPvjc1lXkzTzCzVlD+wkaXlrgn7jb32nl5XkAlqx+dv18hDS79Tt8aCe8utLr5j6U7wlk1IP5fNVhkt89kn3NecukppjnIyVskk6Up8U6cr8zmOKp3iKwVtXF1Od6H6Sqc+n3eS9zfN+cr9zpzpynxTd6Et9+d+f6XTpDtauf4ODl3JWfeaw74CjP/Su0a2H3ezEqQKIVYJIVYBjwohfiyEuEAIcb4Q4nbgkSmSng1cK4RoxWoKvkgI8bvxO5mm+RPTNFebprm6uHhujTk8f34RZzcWsaFtENOAt5xdl6no57t0Pn3NQn74aAsNxW6axtxUXrbAw9rww1DcDKveiKu4nugV3x4NBhSV4Hmf49HhYi5fXMpDO7t52zn1qIrgJ+sj7DrrG+AYCdgUjdQV/8dDfVbA3D4Ywa4qvOfCeWgjefE5NG49v5EFZV4axkxqcM2ycoo89syT0adb+vjU1QvxOa0brKYIbj2/AUXAM/usrkX7+4J86uqF3L2pg9suaMQzcjPWVcG7LpyHx6bSE4jxfOsAhmHwgUuaMp+J36nz6pXFvKuxl7qC0ZvXdSsq2N0dxDShsdhDNJnmXRfOy9zodVVw63mNDEeTXNw8GgwsLPfSWOymudzH9auqqC+eeOOebSeifF67ooJHd/bw6WsWZS6STl3lMy9bxI8fa0FXFeYVu7luRUUmTUOhi1vqurF1riP/8c/wtnPqqCkYvTYNRxN85PIFmQccbpvKJ69ayH27Q+w+51tgG/lsVRuHzv1fPvl4nFevqc5U2BRhdZE8Z14RK6vzqSscPfbVS8vZ1xvCMOGZPb184brFOHWVjz3Yz8DlPwD7SLCr6hw656v85aD1Nz1/fjF/eO4gFywoYcuhocx3AKxWtWuWl7OofHQo+7lNRayo9rNZXUys8arMdrNsGfgqWNr2e956WkFme4XfwcXNJfSH4rznonlZ5fRt59Rz96aOkbG5i/nP9i4+cVUzG5QlmPOvGD12ySLSy1+LzT6xcjcXzOXr55GyJk6aYXffSSY+CsaSuGfS3XeK2YEP6w/F8To0tHHjpHwOXbakztBsls+mEg/XLa/g/PnFVOWP3m9eu6aa9QeHCESTvO/iJvSRh1Reu8bHrlgAApZV5dFU4qG20MW7L2zMXBt+8cR+Pn/tYjx2jXs2d/Lui+Zlrpkeu8a7L5qHriq89+KmzMM4u6bw6WsW4dRVXrW6KpOPqnwn1y0vZ2V1fuZebdcUVlTlcdmi0fvc/FIPSyr9JNMmzWVe6ovcFHnsnNlQmNlneZWfi5tLR7v7CsHAitv49f481rdHqCz08YFzyzNBdZHHxuvPqGVldT63rwsTu+Qr+Hf/jS+enqR4ZLIxRcCbz6rLdCteXZvHwnIvO7uCXL54NEBpLHazrCqP7Z0B3DaVb9+0guoCFxQ0WGNQDwequhOu/5E1edJJZLbKaE2Rh8+/bGHmHu7QFb50/SKay7xTpltY7uRz1y7OSveF6xazpHTqe1BzueOo0tlKGwlf+d3RQFV3Errq++glU08Y2Fju5gvXLso63xevW0Rz6dTvb0m5jy9et3jc57KYJZVTT1uzrMLP58e9v89ft5gV1RMbN46FxWVuPn/dYhz62M9zCcvKJz5kmsNqjnD7TLUD1WN+rxrZNiUx2eLmL4YQ4uEpXjZN07xoBse4APjwdLP7rl692ly3bt2RZXCWdQ1H2d0dQhFg161xUPFUmjKfE8U0MRVB13CM4sOz+6qw0DmE3xiEwnnZs/se2kZ68BC4Cgh46mkPgSIEybSBQ1fQVIWBkYlp6rJm921i6PDsvikDv1MhEEsTT5pEkim8dh2XXUETAoFB22ACu65Q4NJJmybBmEEyncbn1IkmUngcY2f3VcEUDEaSqIrVIhuMJwFBJJ7G59ToD1mz+7p0DbdmEjehP5zCqQsK3Dr94RSD4QT1eRoNid0EhYcuWy3dwTguXeB3KAxE0qSxZnEdCMUp8zkIxlME4yny3TYSyTQgcNlVgtEUKcPAbdcwDBOfQ2dpjqflx9DUs6yMOJ7l89BghI7BcGZ23yK3HYemcHAwSpHXjm9kdt+eYJzhaJJil0JptBUzEbBm9417sdk1Dg3GcI7M7huIJmFkdl+XrmKYJh6HTjSRplHpwB9tR7gK2Gebx6GR2X2FAqFYGqeukO/W6A4msClWWQ1Ek9g0hdIcs/sG4wbdgTjV+Q4qzW70cCcJewEt6XIUTc2e3dem4HPoDEUSmAiCsSRlPsfo7L79YTRVodRrRzGTxNIjs/smDiGMJAlPFc54HyIVo8/VQMfI7L4OmwqmicDEZdOIJNMMRpJU5DlIpU16gnGKPDZME/wunWAkCYqgVAxTkdgH6cTI7L7Nx+VvPoU5Vz5nwy2/WcfCch9njKmcT+b3zx5gaaWfd5yfXSG+a2M7f3nhELddMG/K9Pv7wvzqqf38+wPnT7rP1vZh3vuHDXz5hqVZ2+/e1IHLpvLpaxZNkvKUc8LKZ/Lw7L7RJKF4ikKPnYYiNz2hOJ1DUWt237A1u2+xx47DplFX4MJlH53dd19fiN5AnGA8hd+hU+i1MRi2hqSU+hyZibKcukrahFKvjUgiTSieJpxIkefSsasCp00lloKhSIJEyppoyaErRJNpUgbEkinyXTY8Do1kysia3TdtmCTTBi5dtWb39Y7M7hu3Zvf1uzRURVCQ7scdbkNx+AjaSjk0ZM3uWyyC4PTSHlbpjqm4HXZcdpXhiHWNLnEpFMTaMKJD9LmbrNl9FWt2386ANW9FicdGIm0QThiAia5ALGVS7ncihNXVudzvpLbQNdraahjWGNRgl9WCOjdn951R+YRjX0aHoxFaukKZ2WHrytzkO6cPcoajYXZ2RekJWHWlpjIHeTNN1xmlJ2iV3fkzTBeLDpPo3ocR7EZ4S7CXNuBw5s3gfCFauiJ0B+KU+mw0lLnJc07fmJBKGWzNzO7rYHG5H20Gk+YlEmk2dwyNzJbsYFmFH9sMHkoerVA0xvbOMN3BOKU+O4vK3Hicx7zldsbl80jVffxfrVhdfMc70Pr/rq472uMKITRgN3AxVnD6PPBa0zS3TZVuVmb3NU3zwtk47smizO+kzD/1lNrLqsZvyd1Nwlu1GKoWA5AH1EzZm6IQGK0c57lgVY1t8t3HWDwhP8dTKU5gbnaOPHlU5buoyp/4BHRZTXbX3OyyOVq5P1y0ls64LBQBywBYCCycZHTBZNXy5vKpnmYWjBz16MpFc/lkT1jHPsizugD7Mv/3YhRmjiLnbz1+rHVSZ7gEjZ57TGkgagUT03HZVELTdPftDcbJc00sAXlOnUODciKtuUBXFZpytNzU2TXqCq3K+VSPKzRVYX6pj/lT92ycQwqAJgDygZrq7FenfrxTmPnv2DayJS8mO4oCRU3WjzSB3+liVf2R98LxO92srT/yFju/083ahiNP53D6cdStPIrzeVhVf+Q93DRNYUV1fvYtfAZsNpXVddM/xDxWPE4HaxpO6pl8/wdrTOrYQhgZ2X7UTNNMCSHejbUUqQr8YroAFWZ5CRohRB7wRqBu7LlM03zvdGlN03yEqbsGS5IkSaewcHz69U0Pc9pUAtFcY1JTOGfwZN05g+6+vcE4/hzj4P1OnQ1tckyqJEmSNHe1/r+r76j7+L/AGoNaAxwE/qf1/119x4s9tmma9wL3TrvjGLMapGJl5hlgCyfpbL2SJEnS3BSMz6wVFKyW0M6hieNCh2fakqqrhONpTNPMOVEMWDPB5pqMzu/SMzPASpIkSdJcNRKQvuig9FiY7SDVYZrmB2f5HJIkSdIpKJJIzzxI1bWc3X2HI8kZLUGjqQqqKogm05POBtw9sqzSeH6nTn9ItqRKkiRJ0kzN9mj13wohbhZClAshCg7/zPI5JUmSpFNAOD6zrrpgddfNtYTMcDRpTQY3A+5JjnFYzyTdfX0OnUAslXP9XUmSJEmSJprtIDUB/B/wNPDCyM/JO5WkJEmSNCeYpkn4SFpSJxlTOhRNzKglFayZo4M5WmMP65tk4iRVEXjsGoMR2eVXkiRJkmZitrv7fgiYZ5pm3yyfR5IkSTqFxFMGqhBo6syetbpsGoFJWlJnGqS67LmPcVhvKHdLKlgz/PaHEhR5TqqF3SVJkiTphJjtltS9WFMXS5IkSdIxE5zhrLyHue1qzlbQQDSFe5IxpuO5bKq1dvAkBsKJSYNUnxyXKkmSJEkzNtstqWFgoxDiYSBzd57JEjSSJEmSNJlwPIXrSIJUm0Y4nsIwTBRldHbeYCyJe4ZjUl02ddKW1HgqTTSRnrRV1u/U6ZVBqiRJknSKEUL8ArgG6DFNc8ZLLc92kPqPkR9JkiRJOmZC8dSMx6MCKIrAqVsTH/lHxo0ahkk4nj4mLan9oQR+l44yyfI0Xocml6GRJEmSTkW/Ar4P/OZIEs1qkGqa5q9n8/iSJEnSqelIu/sCeBwaw9FkJkgNxlI4dCWrZXUqh4PcXPpCcfIm6eoL1qRLsruvJEmSNKd9zv9a4P+zd97hcRx1A353r1f13i3JvfcSO4nTnB4gHUIakAABUoAA30f96BAgBAikEEgjlfTu2I5771WWZPVeTrredr8/VpZ0VrHkRLYcz/s8euyb3Zmdu5ubmd/82i+BXKAK+AE/6fhYeVNVVV0tSVL+cOuNqJAqSdIRoE/MfVVVx4zkcwUCgUDw6cYdCA/L3Bc0QbGjlya03RfqN6/pQFiMejr8/WtDNSHVOGBdp8VAs1sIqQKBQCAYpWgC6qOAtaskD3iUn8TxcQXVE2GkzX1n9/q/GbgGEHlSBQKBQPCxcAeGZ+4LYDtGSG3zhXCahy6k2ow62r39m/u2uEM4LQMvqXFmA0davEPvrEAgEAgEJ5df0iOgHsXaVX7ShdQRje6rqmprr79aVVX/BFw6ks8UCAQCwacfdyA8bHNf2zG5Stu9IRzmoZ/V2k16XANoUps9wUHbcloMtAhzX4FAIBCMXnKHWT6ijLS578xeL2U0zepIa28FAoFA8CnHE4xgHqYm1XGskOobeo5U6KuJ7U2zO0DcoOa+elpF4CSBQCAQjF6q0Ex8+ys/6Yy0wPgAPT6pEaACzeRXIBAIBIITpsMfwXoC5r5t3lhNqn0YQqrdpKfD17+Q2uQOMibZPmDdOIshRkAWCAQCgWCU8QNifVIBfF3lJ4wkSf8BzgGSJUmqAX6squrjx6s3oua+wMXA48CHwDqgFrh+hJ8pEAgEgk85nf4wliGmjjmK0xyrzWzxBIclpNpMelwDaFKb3EHiBgnCZDHoCEcVAuHo0DssEAgEAsHJQguO9GWgEk3JWAl8+ROI7nuDqqoZqqoaVFXNHoqACicnT6oL2A4ERvhZAoFAIDhD6AyESXGYhlXHYTZQ1uzpft3kDg6rDbtJT2dgkDypgwipkiQRbzHS6g2RFW8ZeqcFAoFAIDhZaALpSQ+S1B8jLaRmq6q6bISfIRAIBIIzjE5/GJtpmD6p5lhz3yZ3gOLUgU10j8Vi1BEIKUSiCnpdrCFSqyfYnX91IOKsBlo9QSGkCgQCgUBwHEba3He9JElTRvgZAoFAIDjD6PCHsQ3T3DfumAi7Le4Q8daBgx0diyxJ2M19TX4D4Sj+cBTHcUyHnWaDCJ4kEAgEAsEQGGlN6lnALZIkHQGCgASoqqpOHeHnCgQCgeBTTGcgMqzIvACJNiNN7l5CqmdwP9L+iLMYaPOGSLb3mAk3u4PEW41IkjRoXadFT7NIQyMQCAQCwXEZaSH14hFuXyAQCARnIJq57/CWMLtJTzCs4A9F0eskOgNhnJbhtXGsyTBovq2JQ9DIOkwiDY1AIBAIBENhRIVUVVUrh1tHkiQzsBowofXvJVVVf/xJ922k8LY30Rg0oEh6rEYdJoMOs15HsyeAoqpEFJUUu4lwVMVm0tHqCRFVFSIKyCrE2Qwk280A+IIR6jsDWA0yiqqd4Lt8YSRJwm7SEY6qWI06PMEIEj3J5PWyTDAcxaiXCEW1DEAGnUwwEkUCwoqKqqjo9TIGSSKqqkSioKCik+i6B6xGHd5gBIdZjycYwaiXURSIKAoGGVQk1K4EQ7IsEY6qJFh0KKi0+yKY9TIRpeu6pNmWR1WIqipOs45oKIBktOANRNHpQC/JqNEgkiSjSDqiCkRUsBnlrk2ljCSpKKrWVlhRkSQJHaAAqCqyLGMz6km2m9DrR9qafXTQ4g4SVRT84SgWg46IouIPRTDoZSQkooqKTpZQogpWswFJgkhUu0evk9FJKt6QgkGWCasKOklCkiSiUQUkkJDQ6yRCYQWjHrxhBYdBJqxo48Ssl5FRCIXD6A0GAhEVi16HokJIiWLs8t1TFe070+tkTHoJbzCCLEtYDRKekIpRB76QgtOs1fVHFPSShKpKIKnoZa0fWlRXHaqqvQ+jXiYYUTDqdEiSQjCsYjTIRKMgSwqyrEOSJHzBCHEWI7Ks4vWHkfQ6dBL4QlHMBhm9DJ6AokVhVRT0OlBUCaMEQQV0kkREVZDRxrOqqkRV7Tdg0EnIgKKEGZOeeErHw5mAqqq4g5Fh+6RKkkSi3UhjZwCdLBFvNaKXhzdP9CekNrsDxB/HHxXAaTHQ7BYxBE81/lCEmnYfFoMOvU5HRImiKCo6wB1SMBtk8rvSCbn9YQLhKOGogjsYwaSXsRi0tbAzGEFSwWCQCUcULEaZYEQlFFFwmmT8ERWdJBGMKNhNMv6wgk6WkSSJUETBYpDwhRUsellbGxUVk17GH9bmTb1OxRNUsRjkrnlc638grGLQyRh12hwcjChYDTLBqIJOklFVbX/hDUZRUDHqZCxRL0adSptiw6iT8YajmHQykqwiKTKBqIJRByBpa4SiIncZBkS71nGDTuu3US9hkiU6uubtqKpiN+qRlRCdYZl0p4XOYIRQJIpRL5OdYDvZX/FpTb3LTYsnSpJNJjPBOeL16lxuWk+ono9WT4gkm5HMBOvxK3zMem5/mGZPkFSnCbtp6BYwjR0+mtwhUh1G0uKG/rwT5UTfn6AvI61JPRGCwFJVVT2SJBmAtZIkvaOq6sZT3bHBcLdU09rUwAfN8TyxvgqjXuaWhflkxlt4dE05pU0ezp+QxtnjUnhiXQVRRSUz3sKuahcLC5N5dnMV/lCU6+bkkJtgIT/FxuNrjrC+vJXJGXF8aUkBB+o6eWpjJQa9zPVzcthW2c64dDtLilN5fO0RNle0MT0nnpsX5BNVoriDUZrdQZ7bXI0vFOXWs/LJS7Ty4tYatlW1MzMngVvPyqe23UetK8B/t9eikyVump/Hloo2xqc7WFCYxEMrS1lf1sodS8bgDkZ4cWsNc/MTWDI2hUdWl+MJRrh2dg4pdiO5STZe21nHykNNTEh3ctWMTGQkshMtNLuD/GVlKe2+MNfMymb+mETqXK1sqWjDatRhNuh4dWcdiTYDXz27kJWHmplbkMgr22spb/Fy7rgUZuYmoNdJ2Ix6fvH2fuYVJDF/TBL/WF1OIBzlMzOyyEm0kJNgJcluYkLG0Cfc041md4D39jWQ4bSwpbINvSzz3+01GPQyX1pUgNWk4719jWyuaGNadhy3n1VARWsrT2+opN0f5oqpmSwem0xls5usRDu7alx4AhHe3FNPotXAtbNzqHf5mZQVR7svhE6WWVXSxI4qF7PyElhSnEK7L8SsvARe3VHLioNNFKXYuWJ6Jp3+MIFIlHf3NvL1c4sob/bgDUZ5Y3cd8VYDX1k8hld21FDXEeSOJWPISbTwr3WVbKlsY0ZOPHecPYaGjgCNnUGaPQGy4qwUpdp5f38Db+9pICvewj0XFOPyhXh6YzXlLR4unpzOuHQnf1xewuLiFK6ZlcWRVi+KAutKW9ha2c707HhuX1zAkRYvqQ4TKw8288GBRgpTbNw0P4+HVpSybHI6UVXlxS01JNuN3HF2IY2dfjLjrRxqcPPKDu138uXFY9hY3sKumg5uXpBPZryJNm+Y9w+0cuH4BMZkJJ/qIfKpxRuKYtRJwxYwAZJsRuo6/EhIpA4zOjD0L6Q2dg7NbDjOYqC6zTfsZwo+ObZXtvHB/kZe3l6L02LgjiVjqGn3MSc/kd21HTy7qQpJgq8sGcPUzDje3dtAcbqDv64sxROMcOvCfKZmxVHtCvDspkqq2/1cNiWDs4qSsZh0PLamnF01HSwYk8TnZmbx4YEm6jr8nFWUzDObqghGFL50VgGJdiNPrq+kss3H+RNSWToulfrOAP9cdwRVhatnZVOcamNLRTtj0xzsqHKxbHI6z2+p1tb67HiumpGFPxTB5Q9zuNHNykPNjEt3cMeSQv6zuYrNFW0sLExibn4i6Q4De6qamF2Uxf56N89srMSol7ljSSEpDhO/e+8Qbb4QV8/KIhRRSLAaGZfuwOUL89SGCi6Zmsn+uk5WH25mclYcN83P4zfvHATgujk57K/r4KziFJ5cX4HNrOeSKRlsLGtlQWESVmMb541PJd42/N/bmcbGshYeWV3O9moXs/MS+PLiMcwbkzRy9cpbeeSjsl71Cpg35vhrV996w3je6nK2V7UPq97Wijb+tqqsu95Xzy5kVv7xD4Q3lLfyaNfzZuUm8JUlQ3veidL7/Z2M533akdSjqrBRiCRJVmAt8FVVVTf1d8/s2bPVrVu3ntyO9YN37d95WTqPH71R0l12z/nFPPxRGYGw0l12wYQ0wkqUiRlx/G1VGd9bNp5fv3swpq3/vXQC7+ytZ1ulq7ss2W7kfy+dyN3P7+wuu3/ZOBxmPY+vreBIi7e7PDPOzO+unsqeuk5+/U5P219ckMfy/Y3UdWgn+Uk2IzfOzUWnk/jT8sMxfbh/2TjKm73sqG6ntMlLZpyZCyal8+/1FQB87+LxMW0D3HfhWDaWtbKurLW7LN5q4Ma5uUzLiefOp7fRe7jddW4Rrd4gKw82c/GUdJ5YV9F9TZLgrzfO5J7ndxKM9Pr8JqaRYDWgl2UkCbITLPzm3UMx/fjG0iJ0koTNpOMLC/KwGEbkLGZw57MuRnJ8/nt9BXEWA79+5wDXzcnlwQ97vsPPzsxif10HBxt60m2kOEx8/+Lx3PvCLgDOG59CqtPMRZPS+dFr+1g6PpV/dX2/oH0H9y8bjwRUtflYfbiZ6jZ/9/XsBAvfuXAsL2ytifnObUYdt51VgDsQISfBwhPrKrhocjqPrz0S0//7l43r/u5+dNlEfvbm/u5rmXFmfnT5RJ7dVMX8MUm4fEFavGH+u722+567zy/mHx+V4++Vd/KcsSkEIwobyluZkRPPbWfl8+CHpZQ29XwOqQ4Tf7h2Kv9eX8UHBxq7y80Gme9cOI7KNh9PbugxApEkeOj6Gby4rRpVhdWHW2Lew+/eO4Siwq8+M4Un1h5hyfgU0h1GvrSkaJBvb8Q55eNzJKl1+bnqL+v48w0zhl330TXlXDAxDb0s8ebueu48u3BY9Z/fUsWYFDvfPK+4u+zX7xygzRvmMzOyBq27q9rFN57OHAABAABJREFUqpImnvvKgmH3+1PGKRmfVa1ent5UxSOry2PKf/XZKWytaONQo5u9tZ3d5X+6bhp6ncxdz+7oLvvLjTOoaPHy0IrSmLXpqumZuANhPjzY3F1WkGxjTn4iY5JtMev83ecX8/Cqspj6F09Op9kdZGtle3fZvReMZWyaja89s4O/3DCDX717sM8cfNe5Rby2q44NveZgu0nPzQvz+evKUgBm5MST6jRzxbQMGt1BfvZGz1wL8Idrp/Htl3ahdHXntkUFpDlNRBSVP35QwnkT0mjsDLCz2tVdJ86ire0Pf1QGwPeWjed37x/i3gvG8rv3DuG06PnCvDze3F3PWUXJLB6bzMWTMwb5dkYVQxqf8MmO0T017dz59A5qXT3fcV6Slb99fgaTMuMHrLe7up2vPjP8entq27nzqROp5+KrT2+npv3k1Ctv9vDFf27uU+/ft87ptnjoj721Lu485nm5iVb+/oWZTMyMG7DeibKnxsVXn+n7vIc/P5NJWZ/o84Y8Pk93RqU9pCRJOkmSdgJNwAcDCaijBW97IygRXtnZFFMeVdUYARVg+cFGLpyYwYcHmshOsFDS5O7T3is7avtEnGzxhPokgd9T24HNZIgRUAHqOgI0eYKU9dqYgyYwHhVQARYVJVPd7mVdaQvHsqu6g8JUG6VNWttLxqbwzp56ANKcJsqbvX3qvLGrDrs5Vpvg8oWJsxjYV9vBsech/91ew/h0J4vHJvPu3oaYa6oKjZ2BmEUc4MMDjaQ6zSQ7jBSm2DjY0PfzW3WomSOtXgqSbVS2fjq1Fp3+ME9uqMAfjlKU6mDN4djvMDvBEiOgghbcJRzt+TyvmJ7FKztqqW7zMX9MUr/fQWcgzLrSFpLsxpjNEUBNux+72RAjoIKm5ZIkeGdvPUl2I3PHJPLevti2QdM+Oc3aAcKe2g5yEnvSctR1BLqFTXcgwtnjUnl9Z11MfUVVYwRUgI8ONzM7PwGAHdUuzHpdjIAKmv+gomq/xd4EwgrJDiPv9PM5lLV42VHlYlpOfMy1ndUdFHWlMHl9Vx3Xzs3GatTx8o46mts7EYwMLl8Iu/nEDp9SHSZKmzyUNnlIdQ5fsxNn0cyFe1PnCpBoO75PapzVQIvwST1l1HX4eb+fuaiixcvqkmaWFKfElO+qdrGjl9AI0O4LE4oqfdam13fVMT4jdiN6pMVLQbKVAw2xc4Giqn3qv7uvgfmFsRqXDWWtNLtDjE1z0OIJ9TsH62QpRkAF8AQj9M6QtKPaxbh0OzaTjjeOmUcBVpc0s7iwR3v25u469LJEMBIloqiMS7fHCKigRdc26Hv2ymUtHlIdJvzhKLIEnf4Iep1EVZuPZIeRNSV99xmCWKra/DECI0Blq4+q41hf1LT3X+/Y8XIsla0nVq+61R8jiI10vbJmT7/1yvrZh/amqp/nVbX5qBqhfWFN+wDPE9YzJ8yoFFJVVY2qqjodyAbmSpI0ufd1SZK+IknSVkmStjY3N/fbxslENpjQRXyk2GM3PLp+TNEcJj2+UIREmxFPMNKviVia04zb3zdhvMkQ216C1YhRp/mPHIvVqMN5TNvH9qfTr/m39re5SrQZUBS62+7wh7vv8wWj/QYbSXWY8Ab79jsaVfv0BSDRbsTtD9PZq+3emA19/c3sZj2BUBSlyx+xv88vyWZEJ2lpIcynwC/1ZIxPg04mzWnGqJNx+UMk2mI/Bwmp25+oNyZ9z2fqCURItBqxGHQx329vLHoddrMe3QBRS/WyhKWf70knyyTZTERVBmzbatR1b9TiLAY8gUjssw06zHoZk0HuNj+LeUY/fbIZ9d0HQ0adjFEv9/s56GW533QhUZV+A+A4THpkWfPH6k2izUCnX+t3qsPUtWmUSbYZMQ8zPcrJYrTNnyeCyxfGcYJCama8hZJGN3trO8hPHL6vXILV0EdIre/wkzQEITXeouVJFQzMSI5Po17udy6Ksxgw6mXcx8xBVqOeRHvs/Sa93O/cE2cx4A3G1pck7ZDr2EPn/uo7zHr8odhDt0SbEYNOptMfxjqA/7VBJ2M29F3nej/DqJOJKlpcgCR734OZFIeZxs6ecZlsNyLLUncbUYXu2AIxz+i1p3CatfdvkCUUNfa6TpJIcQw91dNoZ6TGqNXY9zuWJLAZB3clsAxYb/A50jZgvcF9/U/0ef29P638ePX6v368fg74vGEG3Bsq/X0uwLAD/Al6GJVC6lFUVXUBK4Flx5Q/oqrqbFVVZ6ekpPRb92RisccTzZjJF2YlYeolFLV5g0zLjj1ZvevcIh5fq5mbeYOasNo74IZBJ3HJlHSmZMfH1Dt/QiqVrT2nRk6znqx4C6tLmrl+dk7MvVdMy8Sil0m0GWIW5K0VrXxuZo852prSFs4qSmFOQWJMvx0mPTmJVj440MjNC/IAWHGwic/NykaWwB2M4DDHtq2XJS6enMGUY0wazipKptkbpDjVTrrT3F0uS3Dn2YUEwhFWHmzmMzOyYoSJjDgzJr3M5MxYn9JbFuZj1MsEQhGWH2wi1WGOEVSNOpklY1NYOiGNYCQ6qCnISHEyxqfFqOMbS4u7Nscm5o+JHXsby1u4eUF+TJ2LJqVT0+tE728rS7n7grHEWw3Uu3x8dmbf7yAQUbh4cgabjrRyxbTMmPYun5rBqoONfO2cWHPJmbkJVLZ4+ezMLHZUtdPiDnLl9MyYtlMdJnSyFlAk3mpganYc7b6eA44rp2VS1uTmpgX5BMMKT2+s5O7zi2OeEwhHmZWXEFP2xQV5vLlb0xTcflY+a0ub+dys7Jh7LpmSTkWLh6+fG2uOOynTyfaKdq6enR1z8JMZZybZbuRLZxXwwf4eLYzDpCc30UpDZwCzQeaqGVlUtvrZW+PitkV5OGyjM2DCaJs/T4Q2bwj7CS7849IcbCpvY2eNi/zk4QupcVYDze5YQbOxM0jCEIRUp9lAZyASY9EgiGUkx2d+kp1rZ+eg6zUZpThM6HUSXzuniOW9zP9tRh0LCpMoSnXEHED4g5qGcHy6I6btey4YSygSK2TeMDeX5QcaSbGbYtapJneQqcesld9YWsyKgz3WWGaDzKy8BFIcmtmtqsLVM2PNyS+fmkGnP8StC/NjyufmJ1Ley8Lqxnm57Khso6rdx3VzsmPWCqdFz5z8BA42alZJsgRXz8qhqtWHQSdRmGLjvX0N3DAvN+YZCwqTONSlIU60GXFaDMRbjXiC2mcwf0wihxvdXDEtk53V7ZxV9Onx0R+pMZqbYOaq6bHr7LWzsslJHNziIyfezFUz+tbLPl69pIHqmQeocbSetU+9a2Zlk93LGqo/sgeol3OcehMyHH1cKa6dnc24DMcANTTyk618pp/n5R/neSdKTmLf5109K5vc43yegoEZdT6pkiSlAGFVVV2SJFmA94HfqKr6Zn/3jxafqkg4RKBuH3sCKexv0sy5shOsOC166lwBGjoD5CVakSQVSZJp9wZJj7NQ3eYjM95CfUeAcFQhJ9FCutNMos3IzmoXZc1esuItpDmMBKMqVa0+dLJETqKV+g4/GXEW4s0Gqlw+Klt9ZMdbSHWaiEQVLEYdnf4INS4tsnBRig1Jkmj1BKnvCJDqMJGbYCWiqrgDEaratGiHmQkWKlo0c1mzXqbVG6KqzU9hig2dLFHW7CXRZiAz3sLhRg9RRSE7wYosaSbFrZ4w5S0eEm0mEm0GZEnCYdKj00nsr3fjDYaZkO5EQiUKeAMROvwRUp0mKlt92Iw6CpJtVLR6ibMaCYSjNHQEyEqwYDHouiKpShxocJNkM5KVYOFIixd/KEp2ohWnSYfZJFOc6iDOMmKBGk65z19UUdlb20FnIESbJ4ReJ9PQEUAvSxSk2HD7I/gjURo6gmTEmcmIM+Pyh2nzBvEGo2TGW4gz6wlGFRwmPfWdAXSSTH2HH5tJT5LNSDASxajXEWfRgsUEwgpN7iBpThMmvYwsScRbDXT4w5Q3e0myG3GYDdiMetyBMLUuP5My4nD5Q+hkiZp2P1ajjsIUOwfqOtHpJMalOwiFFVp9IarafOQmWslLshCKqDR0BJAAo0GHw6TDF45yqMFNos3EuHQHTZ0BOvxh2n1hilPtKIrKwUY3Bck2nGY9Rp2Odl+IYCRKfUeAzDgL2QkWWr0hjDqJQESlrMlDRryZzHgze2s7SXWasZt0lDd7cZi1Axt3IKxFP1ZU6lx+DDqJ4lQHJY1ughGFiZlOguEo/lCURKuOOXlJGIcRfXAEOOXjcyR5ckMF60pbuGVhwQnV/9FrewH42ZWTj3NnXxo7A/z23YOs//55ACiKyvgfvcujN83GOATLja89s413715CmvOM3ricsvFZ5/Kzv66TQ43u7oOmzkCYRKuBsAIljW50ssTkrDhyE83srOokwW6gtNGDOxChINlGmsOEyx+mxuXHHQhTmGJH3xUturzZQ31HgMIUO06znnZfmEa3n8IUB/WuAMFolDHJdsKRKC3eEC5fmKx4Cwk2A6GISk27j3BUITfRRpxFz966TopT7TS5A2TEWWjxBKlq85PmNJHuNOEPK13m71pQrkSrkbxkG/UuP3UdAdKcJiwGHbm2MG2dXhRjHJLewMF6Nwa9xKQMJ6GoSlmzh1BEoSDZRqsnRJzVgM2oI6qoNHQG0OtkLAYdVW0+0p1mshLM7KruwGzQkeY04Q5EyIgzs7PGRZpDO2QOhKNYjDoy4y3Myjutop6fEp9UgF01bZQ1ealq9ZOXZKUw1cbU7ITh10uzMTVraPVKG71Ut/nJTbJSNOR6LsqaPFS1+rrq2ZmaFT9i9SpbvOyscVHR4iU/2caM3Hhyh2AJs6e6ncPN3u7nFafamDKEz/NE2VXdTlnv56XYmJLziT/vjPFJHY1C6lTg34AOTdP7gqqqPxvo/tN1kyU47flUCwGC055P9fh8cPlhKlq9XHuMFclQUVSVqKKl8RguwUiUrzy5jUM/X4YkSTR1BrjoT6v52+dnDan+/7yyhz/fMIPJn2wgjdONT/X4FJz2nDIhVSAYAmeMkDrqDKVVVd0NDD9ko0AgEAjOCFq9wRP2SQWQJQlZd2LrvEmvw2LU0eIJkeIwUd3uJ9UxdK1ovNVAkzsAnNFCqkAgEAgEgzKqfVIFAoFAIDiWFk8Qh/nUmVNrQbI0/+7qNh8pw8i3Gm810tQpgicJBAKBQDAYQkgVCAQCwWlFsztIfD+RvU8WyQ5Td+qGsubhpbKJsxhiIqkKBAKBQCDoixBSBQKBQHBa0eIJ9Zt+6mSRYjd152A+3OQhI27o0SLjrQbqOwbPCygQCAQCwZmOEFIFAoFAMCp4bE05S367krf31A16X6snSJz11AmpmfFmDtZr6TcON7rJih+6kJpgNdJwTJ5VgUAgEAgEsQghVSAQCASnnN01Lh5eVcbVs7L5/n/30jSAIBeKKHhD0RPOk/pJkJ1g5VCjG08wQq3LT07C0IXURJuRhg4hpAoEAoFAMBhCSBUIBALBKefvq8q4dGoGc/ITWViYxD/XHen3vmZPkHirln/5VJGTYKWm3c+akmbyk2zoh5HKJslmpFFoUgUCgUAgGBQhpAoEAoHglNIZCLOqpInF5nLY/yrnOap4cWs1UaVvHu96l59k+9ADFY0ERr3M+HQHX31mOzNy44dV12kx4A1GCYSjI9M5gUAgEAg+BQghVSAQCASnDlVl5VvPMzFagv3QK9C4n6zqN4jzV7P59X+AEivM1XcESLIZT1Fne7h6Vg5zCxI4d1zqsOrJkkSiXZj8CgQCgUAwGKfOqUcgEAgEZzbRMLxyJx/sG8v0oiIYO7X70ixjB+/t28kCz3Vw7ZNgtAJQ3+EnwXrqhdSCZBv3nD/uhOqm2I3UufzkJ9s+4V4JBAKBQPDpQGhSBQKBQHDyURR4+csormrWKZOZlh0fc3lWtoPl6lxUJQrPXgcRLbdoTbufxFGgSf04JNtNVLf7TnU3BAKBQCAYtQghVSAQCAQnnxU/h9ZSDk75DhaDRLI1djnKdUoEonBk0jcABV79Gqgq5c1e0p3mU9PnT4gku4mqNiGkCgQCgUAwEEJIFQgEAsHJ5eDbsPMZOOd7bGyUmJSk63OLJElMT5VZWaPAonugYQ+s/wsVrV7S405vITXFbqKy9fhCalRRCUeVk9AjgUAgEAhGF0JIFQgEAsHJo7MOXr8LFt8H5jjW10YZl9j/UjQ1RccHlRHQm+Ds+wmu+TNNHX5SHac2uu/HJT3OTEWLd9B7DjW4WfSbFUz/2fu8u7fhJPVMIBAIBILRgRBSBQKBQHByUFV45U4YuwxSJ6CqKlsbIoxP6n8pmpyiY3dTlM6gCvZUSiZ+kyypGX309DaVzYgzU9nmQ1X7ptgBCEaifOWprVw1PYsfXDyB+1/eTY3wYRUIBALBGYQQUgUCgUBwctj2b3A3wJRrAShzKZj1EkmW/pcii15iQpKOFVURAPbqJ5JnDcGGv560Lo8EDrMBCWj1hvq9/uymKlLsJs4em8KYFDvnjU/lTx8cPrmdFAgEAoHgFCKEVIFAIBCMPB018OFPYOE3QNZ8UDfVRxk/gKnvUeZl6njpkCbMramJUJyfA82HoHzVCHd4ZMlJtFLS6NZeqCq0lcOBN4msfYh/vL+Dq4ybYfuTcOgtLk5t59199TS7g6e20wKBQCAQnCREnlSBQCAQjCyqCq9/E8ZfCgn53cUb6iIUJ/QNmtSbeRk6nt0fYmtDhLU1EX51thkSroFN/4DUCWBPG+HOjwzZNpWDm95n4eY3oGoD6AyQMIblkVkk6pIpNHWCLwTtFdg9bzE3Mo2XHt3IV8+fBBMuB8PpHTxKIBAIBILBEEKqQCAQCEaW3c9D+xFYcFd3kaqqbK6P8r15gy9DRp3EteONXP2aj/PzdCSaZTBnQf4iWP07WPabbs3sqCYagsZ9ULMFaraQ48lnjzkP5kyAKdeALQWAJ9/wsnScDrLTY6qf3eTniT1+7tz4N6R374fZX4L5d4I18VS8G4FAIBAIRhQhpAoEAoFg5HA3wns/gHP/V9MWdlHZqRJVIN0mHbeJc3P1TE2RSTD3ujf/LGgt01LZzPziSPT8Y6KCqxrqdkLtFmjaD/Z0SCqCSZ+liDQ+2BmGQkd3jcoOhf2tUe6YbuzTWnGKmZAEe6b/kKnGOtj3Kvx5Bsz9imZCbXaevLcmEAgEAsEII4RUgUAgEIwMqgpvfAuKzofk4phLG+siTEqWkaTjC6lA3+BKkgxTroaNf4O0iZA1+5Pq9QmiQkctNO6F+p1aXldJB0mFkDIOxl0KRmv33TmqSos/RLNPIcWqvbcn9wVZnK3HqOv7mUiSxIJMHa8dDjF1YY4mmLqvgd3PwZ+nw+Jvw5zbtXQ9AoFAIBCc5gghVSAQCAQjw67/QMshuOSBPpdWV0eYkPQxzXRNDph6Pax5AC7+HcRlf7z2hkM0rAU7aj6gCaRNBzTBObEA4vNhzpfBkgADCOGyJDE1RcfKqgjXjjfiDqm8eCjM/y0e2Nd0fpae324K8oP5KjpZAkc6LLob2itgx1OawH7+T2DSZ0EWcREFAoFAcPoyqoRUSZJygCeBNEAFHlFV9cFT26tTQ2Wrly1H2mh2B8lKsFDd5mNMip2qNi9fyGrC0rgVfG3U5V7B1g4nhqiPc63lWBq2gCMT4rK0hiSdtklqPkhz0hzKjeNwh1Qa3SGOtHgoSLaRYDUiSWDSy8Rbjeyt7aTVE2RRYTIlTW5KmzxMyowjN8mCP6TgCYapaPVRmGzjSKsPfyjKzNx44q0GDjV6OFDfyYQMJ/lJVtq82nPGJDuoaPUSjCiMS7OjqioGvUxjZ5CKVi8FyXYSrAZkWSI73sKU7HjKmjysLW2m1hVgXJoDq1GH3axnUqaTRJvQFoQiCrtrXNS2+wkpCkadTGmTB5NeZlJmHCWNnQTCCvnJNoLhKHqdTLLdxHxHC4bWA6iqgtpZh+JtR82Zi6ozE4pEkKo3gTUJNWsOds8R8LeBqwrSp4DRgVq1AbLnICkKmO1Qtx1CPshdwBHrBF7eH6A41Y5eB1My48lLtuELhtl0pI12bwiXP0JDh58Z2XYcBon2IBxp86OqkJdkw2nW4QsrHKjrpCDFTqrDSJs3RCiiIMsSBlmm0R2g1RuiONWOBKTYjUQDHiwmIx7VyN6aDnQ6ibxEK8FIBJOkkOK0cqTNjycYZXpOPAfq3XT4wywYk0RBko2tVe1sOdJKqtPM+HQHvmAUu1nPxiNtzM6LZ3pOAlVtXtaXtaLXSSwYk0x6nJltle3srnYxLt3B7PxEMuMtp3pojA7ajmhmvuf/NMbMFyCqqKyri/CLwk8g+E9CHhRfCB/8CC79PVhGyEcz0KGZ7Dbuh6Z9mmBoTYL4XIjLhYIlmlA6DOak63jhUJhrxxv5x84gM1J1pFoHFi6zHTIOo8Sm+igLs3ot3wn5sPSHUL9b89Nd+0e48OdQeO6JvddPOVWtPvbUtuMLKRxu9JAWZ6YgyYJBp6O6zUuc1cjBBjdJNiMLCpMYl+6Emu2alrxxLxSdB2EvAUyoNdsIWtMIpc7AprixmAzgaUIFJIMFWkqQ/O2QNRPaK4ia4tlvmkabMZPqdj8VrT6KU+1kxpuRJIlN5W3oZJiZm8CeWhfZCVay4i20ekIcbHSjKCrTsuzoZRlPWCUSVYkqKqGoQlmzh+wEC3aTnqgCqU4T5c1eLAYJm8nAzmoXmfEWilPtRBSV7HgLO2tctHvCTM2JY1tVO75ghFn5ibg8QUxGHSX1HSSbFeYXJDA2N5MDDZ00uALsqHYBMC07jgSrgVZvmC0VbaQ6zEzPiaOkycPhRg9TsuKYnZ9AXqQSKtZCwAX5iyFrFuj7mrWf6eysamN/vZuDDW4mZDiZkGFnes7x57RA9U4MjbuQGveipk8hnDYdc/bU49bbUdXOgXo3Bxs6u57nZHpO/HHr7apqY1+vfk7KsDN1CP3cWdXOgQZ39z5xYoaTaUN43v66DnbVdHCgvrO7zoSM0efi0NgZYGtFO/vqOpicFcesvATSnCLI3YkyqoRUIALcp6rqdkmSHMA2SZI+UFV1/6nu2MnEEwjz94/KeGdvA7cuKuCbz+3kh5dN4Bv/2cHaG23YXr4Z/O20TbyJ/y3voMHbwTNjV2N97w89jWTOgLxFmumXzgg6A6kvXUX0yuf5w+E0XtxW033rvIJEJmY4mZOfwJf+vZV2X5jvXDiWP688zLrS1u77rp+Tw8LCJO55YRf3nD+W7/13D50BLX+hLMGvPjuF/311L1FFS1B/6ZQM0pwmUh1mvv3SLnyhKAA6WeL310zj/d0NvLarrrv9xUXJFKba2K6TiURVvvrMNho6e1IufOeicQQjUfbUdvDls8Zg0J/ZmoJNR1p5cWsNtS4/l0xJ51dvHyTS9dlbDDq+dV4xf1x+GKNO5jvLxrHyYBOLCpNYbHgbKehG2v08dNahAzBYUC57ENMrX+l5wPTPo3bWI5Wv6CmbdgOSqkLJOzD2Ynj5dm3zDrD+zxRc+yQvbLHQ7AnyvYvH87eV23jki7PZWeViVUkzJY1udtd0dDf3p+um892XdhOKKoB2UPLrz03hnud3dd8ztyCBqdnxWI06fKEo7+5toKbd3339W+cV84/V5XxjaTG+gMI3X9jWPQatRh3fXFrMntoOXL5Gzhmfij8U5StPbcPlCwOQaDNwzwVj+eGr+7rbzE6w8O0Lx1JV7+PDg438dWUp95xfzOu76ihr9gIwJz+eiRlx/HtDZXe9peNTeeCaaSTYzvDNVyQIL94Mk6+GxDF9Lu9sipJgGjg/6rDJmgVBN7xzPyz7tSY8flxCbqjbBfU7NOHP364Jg84syDtL0+B+zAi7czJ0vFwS5jsrfSyvjAyqRT3Kgkwd/y0JxwqpR8mYCum/g8q18Po3ID4PLvgpZJ9qU+jRQ0OHn/tf2sX8wiT+uLwn92x2goUrpmaSYDfyP//ZgapNITgtet6+fRLZmx6GPS/AzJth7Z8IT7oa8zv3AmABoo5sqi98lPyOXeDI0LTsW/8JHdU9D1/6Q/QrfsLk5PE8mvETfrW6Z329Y8kYUh0mnt1cRZs3hEEn8cvPTKGi1UeTO8ifPyzFE+xZb/98wwwO1HWypaKN8RlOnuw1D03KdDIx00m7N0SSzUiy3cRfV+2Luf71c4v47XsHUVSJa2dnc+cz2+j0a+1Lq8v503XTuef5Xd1rSpKtnr/faKDKFeL+l3d3lxel2LhyRhYPvF8CwHcuHMsflx9mfVnPe7thTg7/Y3we+7a/aAWSBDe+CMUXfJyv8lNHSWMHf1tVzvv7G7vLLpuawT0X6ChMiRuwXqCxFNO63yIdfKu7TJ70WYLn/BBTSt/59yiHG908vKqsn+eNpTDFPmC9skYXf/uonPf2xdb7zoV68pIHFhxLm9w8/FFZTL1Lp2Tw7YvGUpA88PPqXD4e/PBwn3r/e9kEMuJGz6GwJxDm1+8c5JUdtd1lV8/K4idXTMZuGm3i1unBqNrlq6par6rq9q7/u4EDQNap7dXJ52CDm+e3VHPJ5Aye2VjJtOw41h5uxWk2kNy2TdssAWXJ57HqiI8vT5ZI2vFQbCN1OzRTOJ0RlAh4m8EST+quv9Hs6oy5ddORNuKtBlz+MO1dG/eMeEuMgApwpMXLy9tqsZl0tHmD3QIqgKLCy9tqWDCmZ3P41p565hUkUt3u6xZQQdOivLGrlupeggbAmtIWEqxG7CY9++s7YwRUgOe2VNHiDuHyhqho8w7zU/104Q9F+fOHhylMsRFVVNYcbuneNAD4w1EqWr2kO82EogrbK9tp9YS4tbATae0ftcOLzp4DAoovQl73x9iHxOfGCqigRWktvgCqNkLj7h4BFUBVYOPDvHm75nv43+01FCTbaXEHePijMnISLDEC6tg0O+/ta+gWUAGCEYWPDrVQkGzrLtt8pJ2iVDtPbajEbtLHCKgAT22sZP6YJNp9IV7cXtctoAL4QlGq2nxsqWhjTkEiu6pd2Ey6bgEV4JLJGfx5eWlMmzXtftzBCH9bVcaXzyoA4G+ryrhwYk/E1YWFKTy1sTKm3oqDTZQ2ezjjefs7YLTDhCv6vfxBRYTpqZ9wRN4x50DGNHjrXmg9fNzb+6WzFva8DG99G164Bfa/Csgw6XNa4KeZX9S0aMlFn0gKGL0scd8cE4Eo3D/PPCShfWG2jvcqwvjCav83SJKmqbriIcicDs/dAM9cownaAg42uClMc/T57da0+0mwG3lrd323gArQ6Y+guCo1ARXAmQnJxRjW/T6mvs5dg9pWTosnjNqwW7Me6C2gAmx+BCZ9Brl6A0sTW2IuPbOpCpc/zKVTMgAIR1VWlzSTYjdS6wp0C6igrbf/2VRFbpKV2fmJPLc59jn76jrJjrew/EATZ49L4bG1R/pcr3P5CUZUFhUmcajR3S2gguZK/uT6ShYVJXeXtXpD7Kx1s+JgU8xac96ENP62sqz7dUa8JUZABXh+azUH8m7oKVBVWPlL7WBJ0E1NWyBGYAR4c3c91W2D50fWuSpiBFQAad9/kV0Vg9arbvP1+7yaNt+g9SrbgjEC49F6Fa2BQetVtfr61HtrTz2VrYM/r6TB02+9w42ja60ta/HGCKgAL22rpVzsCU6YUSvaS5KUD8wANvVz7SvAVwByc3NPbsdOAsFIFEUFq0mHJxjBatLjCYaxmGSkUM9gDyjaJs8kRzX/qGNRo4CkCalhP+gtyP42HJa+PlJRVSUU6REWev//KFajnjZvELNehz8c7XO9MxAhLylWg6RAzOJ6FJcvjK2fk6WoqiIhEezn+e5ABINewqDXEe7n+mjhZIzPSFTB5QsTVVWsRh2eQN/P2BOMYDNpY8Qd0P4vq1EI+0A55vsz2vpuGNR+PmNV0caVyQGBvhsMKdCBVYp2P9Nq0hFRtP8rx+yp7SZ9v2PDHQxjNcYKMIqi4g1GUdS+G3NvMILVqCMYVvCG+o5LT9d1VdX6oaqx499q0uMO9v39RKIqvlAEk17rSyiqoD8moM2x7wm03+9oZsTH54a/wZGPYNlv+/XHVFWVt8rD/Uaw/dgcNbl9/4daTtbJnwODdZAKqhYhuGqjpn0MdEDqRMidC9Nv6GOmPBJk2GVunDj0zyLRLDM2Qcdb5WGuGTdIPVkPY5dB4VIoeRee+gzkzINzfwDpkz+Bno8MIz0+A2EFq1GHu585U1HU/svDvYQENdr/fAnookHCskFzhVD6mT+DndrhDWBUg0DPQYc/HEWCmLmv3RdCr5Pw9beG+sNIEuh1UsxB31GiXXOlqtLvehqKKNhMegx6CXdn3/mvMxAm1RnrVuMPRfEcM1ca9HLMnBfupy+KCsFjp8WAC6J939fpwEiN0UA/+yqA4ADl3UT8/ZeHBxcaA+H+91H9jZfYev33Z6Dy47UbHKAf3e0OsKYe73knm4HeR3/7acHQGFWa1KNIkmQHXgbuVlW189jrqqo+oqrqbFVVZ6ekpJz8Do4whSl2ZuTG8+GBJq6cnsn2ynaWjE2htj2AL32uFpwDKAyXkO408maVgcCYC2MbsSZqi6SsB5MTEguhs5a2qbfTGooVDtOcJkIRlYw4C3LXnlKvk8iIi9UU+ENhrp2dQ5M7SH6Src/+89KpGTHa16JUO83uIBP78Ru4Ynom3mMW3uwEzedVVVXGptkxHCMQXDEtk2hUpdMXIjdxsI3nqeVkjE+HxcDtZxXgC0WpbPWxZGzf50zOius2TV1QmESLJ8RWdzLqpM+C3qxp2Y9Suhxlxk2xDQTdqM5jDBmyZ2sRTPVGyJ3fRwhRZ9zEfe9rY+CyqZlsKmsjyWbkhrk5hCIKib3MYHfXdLB0fGqffi8pTuZAfc/PPsVuosMX4orpmehlGdMxZt5XTM9k1cEmshIsXDy5b3uTMp2YDTqq233MH5OIoqrd4xzgwwONXD8ndqNh0sukOU18ZkYWb+3RNM7LJqWztaK95yNr8jArLz6mXma8mcJBzJZGAyM6Pnc9r/lDLv1hTCTb3uxs0g7hxsSN0PKTPgXmfw2aD8GLt8C6B6F8peZP2nwIardqGtKPfg3PfwFW/lzToI69BJbcDxOvhJTxJ0VAPVGW5ul5Yk8ItZ9Dmz7ojJpG+zN/B2cGPHkF/OcGqN91/LqngJGeP8em2dlQ2sJVM2LnNpNeRlFVLpqUFlMuSaBLzIe0LsFeUaBiLeGZt8U2rDMSSSgkTe+DhAKt4rGRlqfdAIfeAlsKW32xeXAvmpSGLEssP9DUXXbx5Aw6fBEKU/vOKVfPysblC7Or2sWS4uSYa/FWA5GoSkGyjZp2PxdMjH1PcRYDuUlWqlq9lDR6mJGT0Gc9v3pWNutKe7S9OlliSpaD8yfEtrWxrJVLp2Z0vzboJNKP8cGbkRNPkWdr7APmfx2sw/PhHi2M1BjNS7KQnxQ7bxan2slLGny/oySMQT3GrUJNGY+SMLCpL0B+sjXGauno83ISBzehHaje8fqZl9S3XlGqndykwZ9XmGLvt15Rqm2AGqeGgmQrRcf8Vsel9e27YOhIQ1rkTiKSJBmAN4H3VFX9w/Hunz17trp169bj3XbasbvaxX82V2E36zHoZOo7/IzPcFLf5OJ/JtSj3/QQUtDDgSV/5dHdYc7NCHGR/x2MJW9AygSYcBlIOlRUUFWkg2/gy7+AkqRzKXUb2FTexsYjrUzPiWdJcQqSBDajDr1O5tE15fhDUb67bDzPb65mV62LhYXJfG5mFpWtPtq8ITYfaeOccSm8vL0GTzDK5+flMjUrjqc2VrKtqp05+YlcMyubHdXt7KzqYGFREq9sr8UfjvLZmdlkxVsIhqOsL29lS0UbM3MTOKsoGUmCDKeFBYVJbKlo48EPD1PfEeCiiWnkJlkx62Vm5CWOhh/9kPJmjOT4bPMGWbG/CX9EodkdwGTQ8frOOkx6iZsW5LOmpJnSZg9XTMvEE4yS6jBprkDZzchlq5DsSah7X0Zy1xOd+nnC6TOINO7HvusJwtY0ggvvxRZqg4NvIjXsQi26ALJmIX30W9Ql90HQg2RNRN30MFLIizrzFoJZC7nkBReXTM3ApJNYVJTCzLwEKlu9fLi/EaNBx6pDzRxq7GTZxDRm5cZR0R7g9Z11SJLEldMzyU6wsKWineUHGpmRE88lUzJo84Zp9wUJhqKkxll4Z089tS5t85VgNVCQbKfN1U5RmoNDrVGe3liJSS9z1YwsWt1BUp1m7EaZLVUuGjsCXDsnhyfWVdDmDXHbogJm5Mbxzt5G3thVR2a8hZsX5FHd5iMn0cov3j7IldMzuXJ6JvvqOnl4VRkGncQ3ziumIMnGfzZX8cGBRuYVJHH7WQWjJZjDyR+f25+C5T+G83+mBTMagPtW+jDKElcUnwQh0O/SIu921kKwQxMwDFZN2+rM1PxlrSMUaGkEUVSV764K8LtzLP37pg5GJKBpVve/BulTYcl3IG/ByHR0YE7p/Lmr2sXmI600dgZZfqCRnAQrX5ifiycYYW9tB/FWI6/vqifBZuCbS4uZPyYJY+1G2PG0ll5o8bdRvS2E/G5Mu58m6Milc9ZdqJKOZNkN7gZkk10LnrTrOeisQZ1yLVLEj9JWSe3EL7GXIl7aVsPhJg/njkthdn4CJr2OBz88TFRRuWVhPhvLW8hLsjIrL5HKVh8vbqvBH4py49wcClPtHKjvxGYyEIoqlDa5WXu4lXHpds4em8qBug7Om5DGMxsrWTw2hRqXn/f3NVKcaufa2TnUdfiYnBnPY2vKibPoWTw2lX+uPYI7GOGGOTkYdDLNniBv76knxabnrsXZTCtIZ2dNJ5Vtfp7aUIleJ3Hj3FwKUmysO9zCG7vrmZjp4Ivz83l2cxW7alwsKkzmxnm5TA3ugI9+C75mmPc1mHA52EetkmFoebH45Mfo5vJWnt1cxbaqdubmJ3LdnBzmFhzfxz5SsRHdtn8i1WxCyV1IdOYtGPLmncDzcplbcPw5cVN5C//ZXD3sfp7o+9tS0cozG6u695c3zs1ldv7om7tLGt38a10Fa0qbOXtsCjcvyKc4zXH8isNjyOPzdGdUCamSljDv30Cbqqp3D6XOp1VIBc1EoNntRy9LRBQVk06HLxxBliTSaQFVJaTK6IxWvMEwTiPaBkRVQdIhHTX3RSWs6mnTxyNHw+iNVmRZIhBRkIGoCkadjM2sx2rU4wtFiERVdDJ0+sIEIwrpcWb8EQVJVfGHo8iShIEoQUUlHJUwG2SMBi2/X5M7SKrDhMsfxmkx4Ou281G1PaJeBiWCkRAB1Yw3FMFq1BNFwWE0Yrf0bF79oSjekGbWpJNlnCYtAvAo4JQLqUfpDIQJR6J0BMJYDDKSKmEy6tFJmsmqyxfCYdYDEim9TriVxoOEjQ6ikQhGvQ5QkSJhgpIRnU7GRJRoJAB6E1LIS8gQhyyDMdiJ3+jUPoCQD73RhBQJ0GnLQydrww8VzAYdJkOs2W5TZwC9pCJFA8Q744hEI3i8XnRGK4qqmbzF24yYdDo6AmHsRj06GRo6A5j0EtEoqKhIkoQvGNVMmFGIhoOoOjOSLGPQy8hoeSWjqopeCSGhYrc78AYjKIqKw2LoHufOXuOtvsOHXpIJKwqZ8VaCkSi+UJR4i6E7n6c7EEaWpG5z9aii0tnV11EUzOvkjc9oBFb8n+avfN6PB00DU+9RuPBFD78/x4LTNCp+x6ctq6sjrK+N8OpnbEPONRtDNASlH2paZUe6lnd1/GUnS4N8yufPYCSKJxAmEFKQJTAadCTZTXgC2noTVTSLIqux1yGArx08jaC3ctSVJqSCT2fFqgTQSSo6WUdUUZCUMH6dDQNh9NGQZr0S8RPVW/AYkggpKjpZJhJVkCQJnaQSVSTN1ceow2LU4Q1FseplAhEFRVXo8EUw6WUSjFH8ETBbLLS4Axh02rwXiYRRFAlFkkm0GwlHVFRVRQVkScUbimLSyciyrJn66mSC4ag271qNtPuChMIqoGDQ69BJEsGAB7vZhNXaczDsDYbxBSNEFRWTUU981xzq8oaJouI064lGVdr9IZLtZoxH58WQV3M/Mg8cBGiUcMqEVIA2v5/mjhBJTgPJ1qFbjYX8bSgdLcjORIzW5ONX6KLV56OlM0qyU0fSMJ7X4fPR1Bkm1Wkgblj1AjR2hklzGoizDt233xcMd+8vrabRa+kSiSq4gxEcJj163YjsCc6YxXO0CalnAWuAPWjujAA/UFX17YHqfJqFVMGo5pRvsgSCQTg547NxH7x2l2baeNa9x918fvNDHxJw/YQzPPrxJ4CiqvxkbZBbpxi4ceLHSMmlRKF6Ixx8UxPAZnwRZny+36jMnyBi/hSMZk6pkCoQHIczRkgdVYGTVFVdyxn04QsEAsFpSf0uWP8QlC6HaTfC2Iu6feUH4r8lIbbUR/nlEpEz7pNAliS+PN3ILzYEGJeoY1b6CS7nsk5LV5a3SMv9WrocHj0P4nNgwpXad5s2qd8gWAKBQCAQjBSjSkgVCAQCwShDUaCzRvPtrFwPJe9pkU3HXgRX/V2LdDoInpDKY7uDPLUvzP3zTZj1Qtj5pMhxyHx1uonb3/Vz1wwjN040YjV8jM83IR/mfAlm3QoNu6FmM2z7p2ammT0HMmdqAmtSIcTnalG+BQKBQCAYAUaVue+JIElSM1B53BtPnGSg5bh3nX58Wt8XnJz31qKq6rLj3TTE8Tlav4vR2i8YvX0bLf06kfEZ0/cvTDXEP/UZS+GxdUpao/6SViXQ5eo2KDus843/TLnPDlAY2Bd2RDuPW0dVVVmSpFMes/906ke7PlmuNBXrAVLDtdEf1t3dMdj9wyXOLFknpsj6ZKs85IPtJ3eFmm9+NVA1wOVPcv78uIyW3+yJIPo+MgxpfMJJG6PHMpo+O9GX/hnJvgx5fJ7unPZC6kgjSdJWVVVnn+p+fNJ8Wt8XnH7vbbT2d7T2C0Zv30Zrv4bCaOm76Mfo68do6MNIcTq/N9H3M5PR9NmJvvTPaOrL6cyoCUUpEAgEAoFAIBAIBAKBEFIFAoFAIBAIBAKBQDBqEELq8XnkVHdghPi0vi84/d7baO3vaO0XjN6+jdZ+DYXR0nfRj1hGQz9GQx9GitP5vYm+n5mMps9O9KV/RlNfTluET6pAIBAIBAKBQCAQCEYNQpMqEAgEAoFAIBAIBIJRgxBSBQKBQCAQCAQCgUAwahBCqkAgEAgEAoFAIBAIRg2nvZC6bNkyFRB/4u9k/w0JMT7F3yn6GxJifIq/U/Q3JMT4FH+n6G/IiDEq/k7B3xnDaS+ktrS0nOouCAQDIsanYDQjxqdgNCPGp2C0I8aoQDBynPZCqkAgEAgEAoFAIBAIPj0IIVUgEAgEAoFAIBAIBKMG/anuwKeCUABaS6BpPyBB2mRIn3SqeyUQnDk07ofmA6A3Q/pUiM/puRZ0Q8NecFWBMxPSp4HRAjrD8J/Tchga94Kkg/QpkFjwyb0HgeAoYT80HQB/OxiskDwWbEnDa8PTAo17IOTR2kgZD3FZI9NfgUBwetJeCe0VIMmgKNqalpB7qnslEABCSP14tFfCvleh5G1Inw4ZU8HTCNv/Dct+AxlTTnUPBYJPP9Wb4ckrtI09aBv6G56DpEKIhmHrE/DBD7Vrl/8ZqjZC2XLImA5TrobsOQO33VkHgQ5wZICrEv59BQRc2jVHBtz0KqSOH8E3JzgjKf8I6ndA+Srt0CV7DhRdANaEodUPB6FiNdRshrodkDoJvM1QeD7Yk0e06wKB4DTB26IdvB75CKo3Qd5CUCNgsoM18VT3TiAQ5r4nTMAN6x4EJQz5Z4E9BZoPQTQIWbM0bYtAIBhZwn746Hc9AipASwlUrtf+31oGH/5UOyW+4i8QCWi/2dyFsP1JeOk2aDrYt92mg7DjGdj1H1j/Z3jqs1pbIU/PPe56OPjWyL4/wZlHWwXsexnW/glCXtj7Enz4M2gtHXobzQegbCVYk7T1yZkBpcuhbRhtCASCTzeuKtjzIlgSoPhCMDlhz0uaZlUgGAUITeqJ0npYO2la8X89ZfO/BsYUyJwJnfWnrm8CwZlC2K/9FnuTVKSdBHfUQrATlAicdS+sfwhaDmn3WJPgnO/DR7/pWahdlTDps+BIg39frgkIoB06ZU6HtX+ECVfAvv/2PKv5wEl5m4IzCE+jdqiy8BvQsBvyFmnj2VUFOYNo/XsT8oAjFVb8vKdszpcg6Bm4jmBUoaoqh5s8HGxwY9LLTMuOJz3OfKq7Jfg04WuH+FztIPco5/5Asx4SCEYBQkg9UUJebdPbm41/0za+r34Vrn3q1PRLIDiTsCbCzFtg62PQWQtTr9P8Ul+5E3RGuOrvkDJB054eFVABfK1Qtx3O/zG88hXN9w80YXXpj0Bv6hFSa7dpp8yNe2HRNyFlLOx6TjttnnDFyX7Hgk87+i5BZPXvesqSCuGSxcNrZ/1fYl9vfRyKL/p4fROcFEqb3Hz3pd3UtPspSrUTiiiUNLqZmOnk7vPHMn/MMP2TBYL+0Olhze9jyz76rebGIhCMAoSQeqIoEc10sE95WNsAt5RA/qKT3y+B4EyitVzTMhUuhcR8MCfAm3dr1yIBePk2+OKrsPmxfuqWwtiLewTUo2x9DMZfrvmWHyXYqQVdqtkCWx6Hpf8LRqdmSikQfJJEfNphSW9ay8DfNvQ2woG+65OqQtj38fsnGFE2lLXy1We28bmZ2dx3wThkWQIgHFVYX9bKt57bwey8BP7vqikk2oynuLeC0xp/O6hKbJkSAb/rlHRHIDgW4ZN6oliTtE1rbwxWULv+f+wP/2TQWqYF3GjcB5HQyX++QPBJoKqaAFn+kRa1d6Cx3FELz90Ib9+nCZTLf6r9BhLH9NwTCcCu56Hg7L71xy7TAisdixIB+ZjzO2uSZi655yXt+po/QO48EVzi04irGo6s1gIOBb0n//lKtP/1IzqMOT0+Vwvs1RujDRLyPl7fBCPK3toOvvrMNu46t4jzJ6R1C6gABp3M2WNT+M3npiJJEsv+tJpN5a2nsLeC0x5LApjjY8usSVr58VCi0HxQC+7WfEh7LRB8woyokCpJklmSpM2SJO2SJGmfJEk/7SovkCRpkyRJpZIkPS9JkrGr3NT1urTrev5I9u9j4WmG838KScXaa2eWpl3Z/m/N+Typ8OT2p2wl/GOJFuX0H4s1067ewWQEgtOF0uWxY3nHU1q00mNp3NvXJ3TrY31NcBPHgCUOZt+umfFKMkz+HCCBp17bvPdmTi/zX6NN+51bk7V++Lo2hcFO8DZ9Im9XMIqo2wGPnaf5JD9yjhZzwHeSBQFLAkz8TGyZMwvihyFgpoyFK//Ssw45s7pM3yd+cv0UfKK0eUN86d9buWVhPpMy4wa8z6TX8fl5edy6qIA7n97Gv9YdOYm9FHyqMMXB+T/RDrUAEgrgvJ9oe9jBUKJabIa/L4Ynr9TW6QOvawfMAsEnyEib+waBpaqqeiRJMgBrJUl6B7gX+KOqqs9JkvR34Hbg4a5/21VVLZIk6XrgN8B1I9zHEyMuE978Jnzun1qUT0mGbU9oZocTLtdSV5wsOuvglTt6Io8qUXj3e5AzD7Jmnrx+CAQfF1d111ju0mApEU1Tmj0bMqbF3tufFjQSBIOl57UjE8ZeCIFOaC6B+V/XAiEZbbD1n1obn30MDryh+ZgWLIb6ndrzl3xHay9/CTxxYezzHOlgTfmk373gVBJ0w/s/1AIXHWXTw5o/ctHS4bXVWQ8d1WCOg8RCzfdrqPjbYcw5kDJOO7BJnwpjzoWOmqG30XYE3rhbC75kSdDMfN/9vhZULE0IqqMNRVG5+7kdzC1IZF7B0PxNp+fE8+PLJ/GHD0oob/Hy48snoeuleRUIjktHlWYNdPb3NBNfS7xmEdhZC5lTB67XWgqvfb3HuiMS1GKxpE2B5KKT0XPBGcKIalJVjaPhBA1dfyqwFHipq/zfwFVd/7+y6zVd18+TJGl0zrqpE7TNbaBDy9P41r1agJZAB/z3y2A5iYENvC2xG6ujnExBWSAYKkp04Cij3ua+mitV7T9adsr4vqZKE64AWwqc+z/wmX/ArW9BS6kmfCz8BqRP0UyAW0pg+udh4Tc14TXsh3P/V0s3c/BNKF+pBa7Z9R9QQtq1o89yZMCiu7V8coJPlrD/1Lkq+F1QvbFveWft8Nqp3a5pYx+/AP6+CLY8MjyzYWMcHHpLC86VM08zqXvrbrCnDr0Nb7MmJG/4C+x7RQvy11mjHagKRh1PrDtCY2eQa2ZnD6temtPMjy6byPaqdr7+7HZCkVPgZiQ4fbGlwIpfwOZ/gLsONv0d1jxwfDcWT6MmmPYm7AdPw8j1VXBGMuKBkyRJ0gHbgCLgr0AZ4FLV7h1eDZDV9f8soBpAVdWIJEkdQBLQckybXwG+ApCbmzvSb6F/Qj4oW6FtqLNng9kJ+18FZw5c9CvtBP1kIes1c67emylJgrjhLXiCT4ZRMT5HKw17tcBDNZu0dC9TroaE/J7r9jRtM+7pZUoryRCX1acpkovgi6/Bhr9Cwy6Yer2m9YqGNH9xRzo0HtRen3UvHHgTbAlafuOjFJ0HegtYEiEhF1InQe3WnuvLfq2ZRG36O8z4AhjMmjCz8WHNYuI0ZFSOT38HlH2ofZfmOC2Kcu5C0J/EwDDWRMhbDOUrYsuHM4/6XfDGt3rm4mhY02BmztJ8mIfaj+mfh+pNcPh9TZM68+bhrSn2NC3SvLteO0TNmgXTb+wbR2EUMirH5wiyt7aDP68o5adXTEIvD19vYDPp+c6F4/nrqlLufHobf//CLIx6EW5kJPnUjFGjHRbfp829h9/X5onCpX1dYI7FkaFZLPV2KTPa+/rBCwQfkxGfyVRVjaqqOh3IBuYC4z+BNh9RVXW2qqqzU1JOkcld437NwbzkXc3MYc9LsOR+TVvTWgoB18nph68N3rkfFt7Vc/qlN8Glf9A0u0OhaT/sfRkOvq2ZWwo+FqNifI5G2qvg6c/Ctn9qwb1W/B8s/4l24HOUuCzNQuFo4Aa9Ga78KySP67/NzOlw1cNayqeceZqppC1FE1A7amH9g1qE3+eu06KmHhvdtPRDyJ0PC78O8Tlwzb/guqfhsj/Bre/C+EtB1sGS78KWx2D177Xf+uUPnraHQKNyfJYth5du1Q4Iyj6Ep67SUv+cTIw2uPBnEJ+vvZZkWPwdyJwx9Da8LVpu02PpqBp6G546cDdoGtmU8ZpFTGetVjZUzPFa8KcDr2u/pSMfwY5ntAOXUc6oHJ8jRIc/zFef2cZN8/NIc554DlSjXuYbS4twB8J867kdKIrwDRxJRuUYDXRCxTrY/QJUrtfcF46Hp0lLwVbXNdfUbNZee5sHr2dJgIt/3yPMmhxwye+16PoCwSfISUtBo6qqS5KklcACIF6SJH2XNjUbOKoCrAVygBpJkvRAHDA6w9dFg7D2gR6NT+thePVOuPoJTRPkPUndbi2DitXaxuiopgcJUieDwXT8+tVbtAA1RzfvKRPghv9AYsGIdltwBtJ8sK9Z+r5XNAGwt5/cmLPhKx9pG3NrsuZHN5iGoWG3tgkv/0izaCg4GwrPhyOrYNezPfftfUkz0zU5tcBHR0nI1xZo0ARVk0OLWLj6t5pPa9ok2P86XP6Qds2RoT1HiWoCrODjEfL1zTmtqtrJft6Ck9uX9Clw+3uaf7LJoY09/RDm0aNYErRgeq2HY8uHo8FU0TT3beU9ZdUb4fpnB6zSh7ZyzYc7Y5rmYz3+Mq1vbaVaPAXBKScSVfjGs9uZmOFkUVHyx25PL8vcdW4xv3n3IL977xD3X/yx9QGC04VwQLNC+ejXPWXn/RgW3DW4NUqoax1sOaz9HeV4Am7LYVj7R5h7h3aYp0a1iPdJhWCbe+LvQyA4hhEVUiVJSgHCXQKqBbgALRjSSuBq4DngZuC1riqvd73e0HV9haqO0nBhSlgTUBMKYM7tmrmtv03zd2vaD5OvOTn90Bm0fwMuzf/oKENJ2h72a4mbe2uXmg9A1XohpAo+eY6O1d7I+r7pXkBLlXG8dBnNhzR/0pBH+82Vr9TKD70DN72maZGOpXab5k9evUl7bbRDYpEmlAY9kFwM9bs0v/KjGCzw2Uc1s82Oaq3+zFs0//PZt4F9lJykn65IMhgdfcuN9pPfF9C08I70E6trS4Ir/gz/uV4bHwCLv60FFBkqSlhz1zj3f7TDUJ1J04wEOo9f9yg6k7bRTMiDvIWaRULTQSheNrz3IxgRoorKd1/ajTsQ4ctLxhy/whAx6mW+dX4xP3x1LzPzErhgYton1rZgFNNSAqt/E1u28ucw9iLtkHUg4vO1aPZ588Dbps1fFeuPH0nc36YdeK39Q2y5bxi5nAWCITDSmtQM4N9dfqky8IKqqm9KkrQfeE6SpJ8DO4DHu+5/HHhKkqRSoA24foT7d+IYbJpgOudLmjZl8yPaZqB+t6YZGE5Ou49DUqEmEO/tlfx97MXaZvt4hP3QcqhveXvlJ9c/geAoqRMhYwbU7+gpW3CXdtBzPOp3az6lHdUw6TNgssMzV/dEAc6dDzO/CNuf1H575Su0qKosj20na5ZmNlm/UxMcLvw5fPAjKH1fu26wamWyXossDNrvpG5Hjxa4rSvlQ/ZszZJBCKkfD4MZFt8DlWt6UhgYrJq/8OlI3kLNEqC9QtNeJo8Fo3Xo9Q1WbSyXrdLGa+thzbTcMQwNqBIBZwas+HlP2dwva0Kv4JQSjES59/mdVLb6uO/CcSfkhzoYTrOBr59bxP0v72ZazmJSHSduRiw4TQh09E3/okR7DsoGIhrWBNOXbu8pO+/Hx9+/Gh3awVfxBVoU8qYDULpCsz4RCD5BRlRIVVV1N9DHoUdV1XI0/9RjywPASVJBfkwiAW0zW/6RJihak2DdnzRTwLlf6T8Z+0hgcsAFP4OxF0DlRsiZA/mLtVDix+NogI5Vv4wtz50/Il0VnOE40uCaJzStZf1uzaw3byHo+9Gw9qbpAPz7sp4F19+m+Z4eFVABqjZCYS+hJuQBW7KWI/Wo2WTiGE3wsafD1GthzwtQua5HQAXNqmDHUzD1Ok0ALTpP29hnzoCkcdrr/IWw6jdQtw0yZ2p55sac/Ul8QmcueWfBzW9ByTuaOXbxhZq/8elKYsGJW6NEQiAbukzofq8JubNv7RtNczDCHlj359iyLY9pB5iCU0arJ8iXntyKWa/jOxeNH7EAR2PTHCwpTuZHr+7j7zfNOqE2mt1B7n1hJ1sr2rlyeib/d9VkDDoRkGlUEp+n7UF7R8a3px1fIxr2am4tvVn1S/j8fwevZ0uBq/+pWeIdeENLdXj1P7UAhALBJ8hJ80n91GFN0nzm0iZCxRotbQVoueyW/xiuebL7Vk8gjCcYIdluwheKsr2qnfVlLeQl2lhYmERByvHN2qKKyq4aF2tKmjHoZBYXpzAluysIRlymtqmeOrSUsv5QlA5/mHirHvP0GzSz5e3/0szrLvgZZbYZrNtQQZ3Lz6LCZKZkOQlEVOIsBizG4/vgBSNR2r1hHBY9NmPPEGv1BFFUlRRxsntSaPUEQYUGd4C1h1vwhiIsKU5hWk78gJsNVVVpcgcx62XirJovS1RR2V3jYs3hFnQyzCtIYlKmE4vxBKaPE9m8126PPRGOz4WqDX3vC3k1k2JJB7ZU/Ec20nHWL0gwKpgsVs3v1JmpHSy9cJPmpyf18zm0HNZM+LPnEK7azK6UK1l9wM5VSx6goHkF0ut39fii123X8rre+CJkDMOkUxCL3gj5izhim4ZRL5OVMAzNYxed/jCbjrSyrrSFBKuRRUXJzM4f/qZJUVSaPUEsBh1Oy3EOUEYCSYLdz2tm56CZ8i3/qRYcbKhEgtpBam9UdXipcASfKHUuP9c/spGZuQlcMzsbeYSz631mRjbf++9uVpc0s2Ts8Kw9fKEINz66kUmZcfzh2mn8bVUZD314mHsvHCCAneDUkpALNzyPf/t/6NCnEB9uwTznxv6j4vfG79I0rr2JhiHQPni9oBvevLtnHazdruUzH+Ic1eEL0eIJkeIw4rQMPYJ7z97VgNkg4kGcCQgh9URJGadpWBoPaD5wvVFV8DSiqipbKtr41TsHKWvy8IX5eaTHmahs9WM16mjxBPn1Owf54eUTyT7OpmxbZRs3PLqJaFfUvj+vOMwLX1nA1Jz4YXV7b20Hv3/vEFsr21lQmMi9F4xjwrJfa9GBdUYqI/Hc9OhG6lzaBufvH5Xz/YvH89TGSopT7dx34TgmZw0cIfJwo5u/rizlwwNNTMmO4/5l4ylMtfPB/gYeeL+EYEThq2cXcuX0TJLswwhIIhgynf4Q7+5t5I/LS/jS4gIeeL8EX0hbiP6yopSnb5/Hwn4CddR3+Hl+SzX/Xl9Bos3I9y+ewJKxyeyq6eCGRzYS6Rp7Jr3M/101iclZ8UzMcA6rb+GIQlmLhzZviKw4C3nJxwl1D30X0epNMOZcLeVTb5LHwuV/AQn26SfxwMHZbH7Nz6IxSdxz0QQyDBbKq9qJuBMpuPwpkj+6H9Im931e4bmw9Z9Qu53o+b/i66v1GHQhvii9g+S0xKbHAS3NR/sRIaR+DCpaPLy6o46nN1ViMer4+jlFXDgxjcRhzBErDjZx9/M7sRh0hKMK/1pfwWM3z2ZW3tAF1Zp2H09tqOS5LdVkxpv5/sUTWFiYhH6YGqSadh/VbX7iLAYKU2yYhrGhUiJB5I4aKhf+klo5nUTZT+H+v6H3tzNkscZo1/xqe0cENljBKqJvngrcgTBfeGwTS4qTuXTqyQlcZdTL3Dg3l5+8sY/3714yrDH8i7cOkBFn5trZ2UiSxB1LxvC9/+7h5oX5Yt0epezXjeWB9uvZdKSdhYWJ3CMXc9z8DnFZWiTw3tkorIngGFy4DXuaMRy7DnbWEfa0cLxjvS0Vbfx1ZSlbK9qZW5DI188tHNIcfbC+k22V7TS5g6Q6TMwpSGBs2vD2H4LTDyGkniiyDhQFzA7NX6i9Iva60UZJo4ebHt9MsCvBdkRRUVV4ZUctbd4QkgQ3zs3lSLN3UCE1qqj8c+2RbgEVIBBWeHdfw5CE1CMtXrZXtmM36/nxa/to6NQE0A/2N3G4ycMLX1lAapd2a9/u+m4B9SiPrT3CRRPTeHpTFXUuP498cTYpDhPWYzRpHb4Q335pF7uqNa3X+rJWbv7nZn539VTueX5X930/e3M/Toueq2flHLfvguGzobyN7768mySbkYoWX7eACqCo8I/VZczOT8Coj904v7ythj8t1yL8tfvCfPmprbx4xwKe3FDRLaACBCMKm8rbeGlrDQ/dOHPIqRMC4SjPb6niZ28eIKqo2E16/n7TLM46XmTLrOma/8tRzVD9Ljjnf7RAR2XLwWgjdM4P+Sgylfb2dqakW7jttUYaOzXzyPcOtFCUXsfBejcfHtQW1olpFh6a/g0KDz6j5Ynb9A/NRDhvoZaX8sAbAJjX/obbpz7N+gYdyS0bIf4CTdPV2/9HklHNcUMXIAR9eH9/I3/6sCe65Pf+u4d4q4Flk4eWd6+x08/rO2v57kXjaPOFMBt0qCrsquoYspAaVVSeWHeEx9dWAFp6kFv/tYVXvrpwWIeB2yrb+NK/t9LuCyNJcM/5Y7ltUT5289C0sqreyrqz/sWd7/lxByPoZAs/XPxbrrMqWIbaCX+bFsl68yOaubszExZ8XQQ2OUX86LV9FCTbTpqAepRZeQm8v7+BF7ZWc+O845h+drG7xsU7exv4zeemInVpe5PsJuYVJPLs5iq+sXQI8S4EJ5WGDj+3/3sr9R3aGvn+/iYONrh56c6FpA6yPqvhINLlD8L7/6NZAcbnwYX/hxoNDrqeeQxJJPSzDnr0SQx2DFba5OZb/9lBXVc/Vxxs4nCTmydvnTuoRWFjp5+Vh5r40/LDBCMKJr3MfReOJcFiJOVjpG4aCVo8QXZWuSht8lCcZmdaTjzJ4mDnhBEOBh+HaBBeuwvOuifWbDB7LjizqHf5uOPsMXzzvCKumZ3N2DQ7T2+sos2rOaWrKjyzqQpPKDLoYxRVxeUP9yl3+fqWHcuRFg83PbaR+17cxb66jm4B9SgVLT4ONfSEGw9Eosc2gTcYwWLUc9X0LM4el8rN/9zMLf/cwrrSFiLRHt/b6nZ/t4B6lASbkeUHmo5tkqc3VhIM932W4OPzyg4to5NJLxPo5zN2+cJEj4mx0OIO8tTG2IBZqgo7q134Q/2MiVAUlz9MZevQzQcPN3r48ev7uw9bPMEI9z6/k4ZO/+AV06fCLW/BtOshd6EWaTdnDlz5F7jlbeqvf5/z147jyy9X8d0Vbpa3xHcLqABmg4yq0i2gAuxv9PNi6xhUd5OWV27RN+HGFzQNVG8f7bAPu15lT72XuswLtbQoM74Y+znN/xr1FrFxO1HaPMHuMdub1SUtQ27DF4ywZFwqv3//EI+tOcJfVpTy0rZq0uKGvjlo7Azw7KbYPNFRRaWkaQj5Brto94b4/st7aO+am1UV/vBBCfvrh95GoxrPPStDuIOR7j785KMOSpShCeyAFtRv/UOQu0CLLjz2Yi1lhENEez3ZbKtsZ83hZr4wf2hC4ieJJElcNyeXP35wuN95/FhUVeWnb+zn6pnZ2E2xh9CLi1N4tZ/fqeDUU9nq6xZQj1LV5qeqzTdADQ010A7vfFebIz77mHaw9eY9qL01q/1QRhbN074eU9Y881uUqYNrYMubvd0C6lGq2/yUNw++j6ho8XULqKAdlP/hgxKODGP/cTLwhiL84f1DfOnJrfz63YPc/u+t/Gn5YXzBwff4goERmtSPg6zXNC/rHoSl/6tFAdWbIXc+UXcjW+ra+ftH5UQVlTHJNi6ZnMHhJk+fZjyBwQewQSdzy8J8NpbHnoJfOrVn06KqKv5wFItB1336CbCruoOaLs2orp8ogpIEstxz/4QMJya93D0ZAFw1PYutFa3MzEvkkdVaEJqKVh9f/OdmXr5zAdNztbMzi0GHQScR7iUBuQNhMuL6nnRlJ1jRdT3XF4r06feJEokqhBUVyxnmr6AoKoFIFL0ssbAwiQ/2N1LXEaAote/p5HVzcvt8PiaDTLrTHCPcASRYjVw3O6fPQcP0nHje29fQR5s+GPUdfYXRJneQVk+IdOdxdETZs7UgRWpU8zttPAAv3YbPmc/d7q9S1dbT9rF57DPjLFT0s5h9VKvyzZQpWA+/Doc/gLHLtEBKvU6HgzNu4akDUVq9Id5V5nGdaSe2jmpY+kNUWU8ooYhaUyGKTkQ1PFHMBh2pDjMHjhHk0pxDFzCdFgMvbavGbNAxNz+RzkCE7VXttHiGHmzIrJdJshupaY8dp7ZhjPEWT5CSfub4ylYvcwuGptFtC+tpcvftd70Xpg21IzojLPsNvH2vZp5ujoeLf62lUxKcVB5cfpgrp2edMh+6whQ7RWl2/rnuCF8/t2jQe5cfaKLFHeTsfnxYi9PsuHxhyps9jBlCHA3BiTPQfm4g+luHJan/8ph7rMlazu837+4pTJ2IZEkatJ7TEcc/Ipdy8TlzSYw006pP5d3WFK6PG3wdNMh934skgU43+HvsDIRj9qSgWRO6j7N3PtmUN3l5dnPsQefTGyu5fk7OoG5ygoERQuqJ0rgf3v0BnPs9LRDLzme1JO4TLoPDy/FmLOCvK8u6by9v8bKzup2JGU7218fmu8tPOr5f3qLCZB66YQZ//6gMs17m6+cWMStPEw6PNHt4eXstHx5sZElxCtfMzukWTjy9TnA2lrVy+dQM3thd3132uZnZZMX3bFwmZDh59svzeHhVGUdafFw2NYO6Dj/FaU7e3F0X06eoorKzpqNbSM1LsnLP+WP57Xs9aW3mFSSydHwq/9pQ0a35NellbltUQE27n//uqGH5/iYWFSVx7ZwcilP7TnJVbT48gTCZ8RbirQM72e+qcfGvdUcoafRw/ZwcLpyUPmRT1NOZQw1uVh1qRCfLvLO3AbNB5gcXj+f5rdW8vL2G/710Au/srccXinLRpHQO1Hd0L4BHcZgNfOeicXzxn5u7hbzsBAsz8+JJsZv5y40z+PuqMnSyxMWTM3h7Tz03L8hjTMoQfEq7yIy39LGUTXeah24KI8uArAWF+ejX0LyfcOosmhpjF69N5a18ZnoGr+zUxnmty891c3J4e09DzH1LC6xY6qu0w6az7qUzfgLGG/6Laf0DSO1HYOzFqIUX8eWEOB7Z0s771TB/4d3k6jtY0yDzzGE9ayu82E1VvPHleEAIqieC1aTn1kX5bChrJdRlmZFkM3JW8XHMwHshITEh3cnS8amsOtRMgtXIDy+bMKzgNIl2E/9zyQRe31VHUaqdSFRlb52LydlD31zIkkRxqr3PYeRwAjAlW2Uy4swxmhFJgiznMII4hf3QsAvO/2lXx3RQv0fLiyg4aVS0eNld4+L2s05t3vFrZmbzszf3c+PcXBJs/a+hkajCr945wDWzc2IOro8iSxLTcuJYc7hFCKkjSFmThxe3VfNRSTNLx6fxuZlZx/28x6TY+Py8XJ7ZVNVddsvCfMakDB7rJKIzYVjyHShfDdUbNEulgrOJ6MyD+pYmBKq5LrWKp2uzWF0bxznZOj6fWUGcPx4G8YTNTrBy3ewcjHqZOKsBly+MoijkxA9+eJaXaOujPLEadeQlDj/A3kjiD/cvNPuF1eAJc0JCqiRJMmBXVXUY2cU/ZbgbYMrn4I27tXQzxRdp5ohduRV3R/OB0pgqj689wuO3zOGuZ3fQ7A6ikyXuu2AsE44Gn3E3QuNeLb1GcjGkTgKd9hU5LAYun5bJ0vGpyLLULWC4fCG+/dJutlVq0dgO1LtZfbiZp26bR7LDxKRMJ7KkaZc2lLdy8eR0fnnVZGpcfmwmPdNy4shLiv2hz8pL5K+fjyMUVoiqKrtrOvCFIuysbu+jabObegQdvU7mC/NzmZodR1mzl6x4C3lJVp5YV8HNC/JR0TSc8woSKUq1c8dTW9nQpR3eX9/JyoPNPPvled0+FHUuzQ/hV28fxBOMMCHDwQPXTu83WE9Jo5sbH9mIt8uk6Yev7aPZHeTu88f2u+B+Wqh3+bnjyS1cOyeXX71zoLt8XWkrD39+JrUuP4FwlFSHiagCj6wuZ15BIv0dXM4fk8R/v7qQffWdOEwGpmbHkd8V2OiyqZmclWNCbtqH4trI9edlo8vMHJYmtTjVzi+umsxPXt9PKKoQZzHwp+umD/sgwetqwla2AoC4I29z85Tr+clHPdfXl7Xy0g3ZXF6cT4VHT6ZNIT3RygUT0/hgv5brdEqWk2X5MlL2lyChgErbVL75z83squ7gteu/y5Ta55F3P4fZ5OCzhz/gorQcdGEP+tIkHlCu5YWDEQqSjSTawrR5QzR2+CjwvK3ll0udoAVWEwwZvaTy8BdmUt7swaDTkZ9sZTg/20S7iaJUO79652B32fqyFh6/Zc6Q21BVFbNBR70rwDt7G7AYdHzt3EK8wzitNxt0fGF+Hn9ZUUqzR5vjb16QFzNPHg9boIE/Xp7HHS+X0+EPY9BJ/OSiPPIilUD+kNuhs0GLaO1t1vK1Spy81GgCAF7cWs2iouQRSzUzVDLiLcwrSORPy0v46ZX9BIsDnt9ajcWgY2Zu/IDtTMqMY1VJEzcvzB+Zjp7htHiC3PWf7d1WJQfq3awrbeGJW+eQMMgBfSAcZVKSxNobzJi89QRtmazukPCHFAZzhT8UTmWSoR7J1wqTPgcNe1BNdg4Fk+l/lGiY/Y0Ur7iDHyWPx5s7E1vjVnQHS3Df8BqDCamFqXaWjk/lh6/tpckdJM1p4udXTmZMPxZfvSlKtfPAtdP4zou78YejWI06HrhmGoXHqXeyyU+ykZtoibHsKki2kp80uoTp04kh7zAlSXoWuBOIAlsApyRJD6qq+ruR6tyoxpKg+fh4GmHCFZCYr/myJRVB5kyyzIE+VSZnxjE5I47Xvr6ImnY/ToueMck2LYCNuxFe/wYcfk+7WdbB9f+BsRfFtGE7xk/kSIu3W0A9yoF6N+UtHpIdJiZnxfH3L8ziwQ8P0+IJkh5nxqiXSbYbWVycQlGqvV9zEpNeh6krsM7R8PV6WeZLT27tvifFbmJGbqybvNNi5KziFM4q1ur8a/0Rnt2sne7JkuYj89urp6KTZbZVurhiWiY5iVaa3AHe3FVPebOXVKeZOpef5fsb+dHr+2Le149e3csTt87BcczMe6ihs1tAPcoja8q5bk7OCaWzOF0obfaQEW9lVUlzn2vry1q4eUE+n/nb+m7/Np0sccfZhX2CJoF2yDAhw4nTYsCol2ODeYWDxO/5F6z4WU/Z0h/Cgm+AYWiaUJNBx7Wzc5iTn0ibL0RWvOW4Ua2PpakzwLObW7gjbSaWqlXga+VSz3+JLvkcj+0KEGfW8+3FyUxxr8K0/vew4C547/c8t3QN4YjC3ecXo6qaD8+aCjdTSn8Ns28h6gizu0bz37n6xWbumHUlX770UuLcZTDzZmz2FDDH0WjIIW9XKW/M2k5a4xoaZp/NKuaS0roVVnyl64064ebXtdyqguPiD0epcQX5xVsHCEYVFEUhI97Cdy8az4zcobXR7Pbz9KZYn+pwVGV/XQdLioeWfqOhI8C/1lews8bV3a8H3i+hMMXO+CFGsc5KsGDUSVw2LQO7SY8sSRxq6KAgeeibKYPZzvyKl3nrc4uodQVItJspCG9GNQxuqhmDJGtpKV6+vads9u1a/lXBSUFVVd7cXc+Xl4w51V0B4LMzs7n/5d1cPze352C8C5cvxAPvl/DtC8cNal46Ls3BUxsqUVX1E3HPEcRS1uTp4/aws9pFeZOHWYOk02pq7+D8jv+SuuKB7rKlc79PQ/uXSLANbJGSp2tFatgDqeO1tG45c5HqdpBbmA1kD1jPnJAOOiO6loM4W7oOBvVmzPGD+83vr+/k2y/u6t6PNHYG+fZLu3nuK/OYkDGwxYosS1w6JYOJGU6aPVp03/wk26gbg6lOM4/cNJu/rCxlQ1krC4uS+Pq5RSLt4sdgOJrUiaqqdkqS9HngHeB7wDbgzBRSlbAmoMZla5qTD36klZevAnM8zqtf4mdXTKSq3c+T6yuxm/X84NIJ2Mx6bGY9mceaNzTs7hFQQUu78dZ9WpJk28CbLH0/fqZHy+tcfkoa3VrOs7m57K3t4N29DbywpZqsBAvnjU/r+yP3NEHjPiLo8Djy2NpiIjvBSnGag8XFybx4xwI2Hmkl0WZkXkEihYOYoUQVlTd21TMm2YYvFKWhM8DEdDt17T4mpNn4/iXj+c/mKt7d28B5E1J46/MZpHnXQVUaezqyaOryJ0uwGki2mzjS4mVrZTvN7mAfIbU/f1ujXv5Ua1EB9LJEMKL0q6kx6XVkJ1p54c4FbD7Shi8UYd6YJKZlx/fbVmWrlz98UMLru+qwG/V87+LxXDkjSwug0VYKK38eW2HlL2DsMiIpEznc5KGy1Uuy3cTYNMeA5o16nUxx2hDNYt2N0LQfwgFIHQeJY9hb18GDa+pYcNm3mNe2HzxNpOx7nFtnS1y1dC76ipXEvfsKRAKoOfOQ/C4oWMLGyk5WlTTHCPMTMhzckjYTayRA1q4/8/mZP2BzjY9QRKHAESXq79AW713Pwa5nQW8m9bIHuab2cXTVWp7WrMo1XJe3GN/UW1iz5FlCqkyxUk7upkfgioe6LSEEA6MqKisPNnVvXEALpnG8oB+98fjDmPQ6JAnGJNtwByI0uYMxpuXHwxuKsKGstU95f/6hg3HFtHT8dQcwGSUioRCR6bmkHMecrTfmqBdcFWR/9MuebWJ8HsoVfx56J0JuWH3M0rz1cRh/ydDbEHwsypo9+EIRxgwlzdZJwGkxcO2cHO55fievfn1Rt4+sqqr88NW9zC1IpOA4fU2ymzDqZY60eIXJ7whwrN/lUULRwS0gMsLVmOvXsueCZ+kwpBIfaqBo34OYJy4DBhZSbVE3lK2Ams1aQcUayF+MPf/sQZ9nSBlL9NI/oHvzbs16UGcgetmfMKQMHkCwut0XM8+DFkW9us0/qJAKmoJjTIp91I+7vGQrt59VwLJJ6eQkWobkzicYmOHsoAySJBmAq4C/qKoaliRpGFuATxnWRC3v3Lw74KNjNgMBF5bW/fzo9WQynGb+fdscchKtg2uN/P2kBuisgZB3UCF1TLKNy6dl8MauHj/TxcXJmPQyNzyygcous4PsBAvXzMrmwknpWA06yls8rC9rQa+TyUqwoCgqLfVHCFdupjl1MZtqvOyta+Xcccm8WtHGuAwnCwuTmVOQyJzjBABp8wbZWN6G2x/m1kX5rDjQRLzVwF3j3cSVvY7sakZtv4QP2zIZl+bg4skZXJFcT9aaX7Jj/Ld5e3+IjDQ/Zr3Mt84rpjMQps4V4LJpmdS5/FhNOmrafViNOhJtmhZvUqaT9DgTDR09G8pvXziOjLhPd6CQ4lQHEipLxqawtrSl25/UqJNJcZh4aVsN18/J6XNyfiyKovLUhkpe26n5HbuDEf7n1b2MSbExMTMOY2crlmNNBVUFj7uDd2tquf+/e7qj9t6yIJ97LxyLBGyuaOPdfQ3kJmjmtsdqpFy+IPvq3Czf36j5u05JZ3pOArqOKnj5Sz2LpyWBuiueo8mdiarCLe+G+Pn5z1GQaEJRVQqUKpICVeDaD2qUygsfZ60ymS3lLSzJXsYknYNXd9bHPHt2qoRscFCTdj6yeSyLjXb8UZncRDOTTftJXPsLlOJlyDu6EpSHvEhtpd0C6lH0lWsoKf4GN70fARSSbGN58sJxTIr4QQRUOi4qar9RGhs7+1qjDESSKco3lxZS5wqyp7aDOIuB/GQrE9KHvqFJshkZl+5gT21shPJU+/C0j63NDWxqieejw62MSbGxtEghxdamrRlDIRqC3c/Flrkqkb19BegBCXRo7RyLv71vmWBEWF3SwrSc+FGl7TlnbAp7aju494Wd/PG66Rh1Mg99WMqe2g5+fPmkIbVRnGpnZ7Vr1AsLpyN2k47FxcmsOdwT2fz8CanHDQRplBRWzH2UPfV+ypo9FKUWM3Xe45wj9bWw6o0U9vWssUepWIO06FuDdzToRWdJhM/8Q1PW2NPQGaxamjjjwPvcNLsBvSzFpLQz6CRS7AObMp9OhCMKz2+u5idv7O8u+9mVk7hhbi6GYebaFmgMR0j9O1AB7AJWS5KUB5y5PqmJhXDx78Bg1qJaHIMeLUhQfWeAlYea+cElE4hEFHbXdVDd5iPFbmJSloM4S5epZFJx3/yL4y4DexqVrV4qW33YzXqKUu04e2kRbWY99y8bz9SseHZUt5OfpGkR7n5+J2cVp1DZ5Uhf0+7H5Q/T2Bng3b1aAJn39jVy8eR0fnf1VMqaPWwr9fPg6kTC0T1cPSsbWZa498U9fG/ZOF7YXI0vGOWzM7OxGAeeMBVF5dlNVfhCUTLjLdz17A4AHrnQTOJLN0NQM2WR9rzAnZf/hV/WzWBvZQN31j7I5gnf56Y3vUCI+5dlkGwz8tCHh6ntCiDy3r4GvnVeMesPN1PfEcJqkkl1mElxmChKdfD07fNYdaiZ8mYv501IZU7+pz9xfbLDxB+vn8GOyjYe/sIsPtjfiF6WyE+28fjaI7T7QswrSDyu9rLVG+wWUI/itOhx+cLc9sQmvrYgA+ey1whb0/F6OskOllJY9iS7wtn88p2DMTl8/7WhggsmpdHiDlLV5iPdaUYB/rziMPdeMK47qNeOqnb213fyw1f3dgvXT6yv4OU7FzCxeS3G3ounvx3n9r8hFf+fll94Xi4f1QX53vtVJNlM/OjsdM7b8wfkgnPZuehRfre2lc0VWuCy7Q1Wfny5g0mZTvbVaVNWmsPIZ6amcN+2m9j6mpdrZ0/noRU9PuRP2eN5cdlvKNjwgyF9D0aDHoh0fZYh/nUklV/NtonIdEPAZjJwzaxsfvH2wZjy/iKMDoTTEUco4uHX7/a04TDpefSLs4bchs/r4fPzcvnZm/u7cwufPTZlWFFZI+52Xtjn5y+reoLmvbTNzGM3TmTiUDOQDOQ3qgwjkmVCPuTMh8JzujQdRij5AOJPbQCfM4mPSpoHtFo5VUiSxJ1LCnn4o1LO+d0q7CY9iqrynYvGD3mc5yZa2VvbwWdnDmwOKjgxrEYdF01KY0lxCvvrO5iUGYfZIGM7jk97mW4M/95UwqYjmrLj/f2NLC5OJufCIgY7elDVaL/5UFVFGTzvd+shQgfepCxhMY2RHNL9bgo7VmKwpULO7AGrTTQ28aMlcfxolQvQtrw/PTuOSeZGYIiHeKOYshYP//fWgZiyn72xn3kFSYxLFwfWJ8KQ9lBdgZIaVbUnCZIkSVXAuSPVsVGPJEH2LM0UcdZtsO6PPdcsCUTiCgBNuNpW2U6LJ8DGsjbue3EXwYiCJME3lxZz68I84m0mSJsM1z6lmfh6GrW8duf/mB31AW5+YjOdfm2Dct3sHL578TiSbD1+gIGwwh+Xl5DuNLPyYHN3JLHeKWoAShs9jE138IX5eeysbmdvbSfv7G3gq+cUsr/ezc/eq+i+98kNlXztnELsJj2PrDnC9y8ejzsYZmN5K9ur2km2G1lUlIyiQGWbl7ImD1Oz48mKN1PW7OGCCemsK2tBkrRovhMiB7oF1KPoNz7EtKkPYw1J6MJ2/rG/ZyJ+e08Dty7K7xZQj/KP1WX8/MrJjM+w09gZ5J299Xywv4l5BYn85PJJXDEtc9Dk1Z9GchOt5CZaWVfawsbyVsJRhcYtPRrldl8/GpVjsJr0FKfZMeplzh6bgjsQJjfJypaKNm47awxPbKpkdkEmD71eSlRR0cnx/OLyh8jSW7rz/vamtt1Huy9MrctPQbKVFneIOXmJeAJhOnwhOgMRfv3uQZxmQ7eAeuPcHGbnJxIIR+is2d/HSMnespuGuGb+9vmZrDjQxOu7NKG6oTPA195o4IWrfoInpLC7QWJzhaYxyogzc+3sHAJNR3hsykHKJmcQUSWK5Cqa/TYOt4a578Jx/PLt2IWlxRNibyib9KSJWFp7BUBrLkHNXYhUtb67yJdzNi5LHtAT1XpnnQ9/OIpDnJ4OiYsnZ1DV5uc/m6swG3TctbSI2XlD37TUuHz8/aNysuIt3eP3gwON7KnrZH7h0KIEd4Yl/vhBCbedVYCEZpq+v66DIy1DNzs+7Arx+LqKmLK6jgCHWsJDF1JNcTDps7D3pZ6yhAIUZ/bQE5snj4OZN8Ob34RoWPNRveBnmmuKYMRRFJXtVe1cPyfnVHelD0a9zDeXFlPV5iMYUShKsQ/LLSY/2dYdgE7wydLmDdPkDvLPtRWkOky8v7+RryweQ6s3xGCGtPXucLeAepQ1h1u4ZWH+oEJqwJaJNXs21PTEGiFvIX5LBoMZqYYDXl5xfIFXDssUpzooaezkuqJ8rgi6BxUqzB3lXHvkD8y46Ks0RGxk6D0UH/gNxrzvQ9rpPze1e0MxB/YAEUUd0h5M0D9DElJVVVUkSfou8EKvMpWjqoMzFXs6tBzS/EZvfEEzpWo5DHHZuMI9Atf8MYk8vbGSJzdUdfscqCo8+OFhFhUmodf5QIIxeRcRf8cczcTXkYE7auBnz/cIqKBF4Lt0akZ3MCMApSunVnlLrMncsf5Y501IZfmBRvbUdrKwMIkLJ6bzx+UlGGSJ9aUtHMv6slZm5sazvcpFvNWALEnc+q8tAEzNjsOgk3l0zRE8wQhXTMvkuS3VXDMrm3BU5Xuv7GZihpMHr5tOTbuf+vh0EsZcgr38ba1xSUKSdJhkleWVEW6bswS1Q+qORLyntoNQP/4ZUUUL2HDfi7vJTbRy/Zwc5o9J4rE1R3hrTz3Pbq7khrl5XDs7h/R+8rN+mklxGOnwhWN8PhKshr7+z8egqip7azq4bVE+q0taeHtvPfFWI1dNz+SlHbWsLW1hRl4if1tZ1j0BRxWVH71Zyj9umtUn5YYsaQG+vvvyHlLsJr52biFbK9s5sr2GSyZncM64FEx6iTiznoiiYjXK/Pn6GfxnczU/eWMf03MS+Nrib5B84GnoSiruyz2XA9O+j6Eznqw4M4WpNr6xtAhvMMJzW6rxhaJs8KTy11VlfLWXO821s7JJtulZam/H0thABo2w90Vor8B72atMykygotVLJNrXcyESiVBWfBuTK1dBUNPAhhr2037hQyhZ60hqWEtT2lksj86gQDbwmfFWXjmoCTRXTMvs4zctGJiqNh/xVgN/vmEGqqqyvqyVWpePOOvQ0r8EwgrnjEshFFV4e482fu85fyxW49APCQwGHZOz4vhLL406wGemD56gvjdR9ESUfuatwfUSMTQYs7BOuA7nuEvAXQ+2ZEI6G7VyJkPWgzbshtW/gYXf1A5UJRm2PA5Zs7Tc3oIRpbTZg8OkHzRl2qlEkiTyTtBXLj/JxsEGtwieNAJEFJWHV5URjqpEFW1f97dVZd3pBgdioDOG4307AVWP6ezvo0PVooDbUomqKgFVP6iQekTOwW2WMeiaeW1XLTNzEmgzJlMhKQwa3s2WgrmjlCkffYkpR8ssCWAderqx4aIoKkdavDS5A6Q5zeQn2UYsVklWvAWnWU9nr4jwcRZDTJpHwfAYjjXackmSvg08D3RLQ6qq9uNMeYZw5CN47WuaUKkzwuJ7wZYKHdWE1DCylMXFkzNw+cKMT3f00TjdsWQMv33vEFu7ovMuLEzi15+dSm5SOgAd7b4+/lGgaY56k5to4cppmbzay1wzw2kmO8GCruvHeP2cHEqbPKwt1fya3tnbQLM7yJcXF5AZb6Ggn3yXeUlWFo5J5OyxKaTYDPz23R5N0SWTM/jBK3u7Xz++9gj3XlDMX1eVsrErrczG8jYONri5bnYO175Xx2cmfpXvnXseaRYVwj7UcIA5zjZ+fH4+EUnl0Qk7qC92sj5YQLM+jUSbkfiuXFpHuXpmNo+uKcflC+PydXCowc3Xzink2tk5lLd4UVWJP3xQgk6Gr587uBP/p4nyZg//9+YB7rlgLI+uKae+I0B2goUHrpl23Ai6B+vdfOel3Zw3PpUnN2oRUls8IToCETp8YRo7giQVmfoEbwhFFToDYb52biF/XVlGaZOHBKuBr55TSEXXgckX5ufy63cOdh/OPLu5ilZvkCXFyVw8OQMVlaXjU/j5WweoaNUEvNUlzRxudPPE595n/AuLaS26mj/JN/HUiy1AC89utnDzwnweWnGIFIeJ71w0jp+/dQC9TiYUUanvCHDbonwSbEZmZMczpn0Nlle/DmEf6E2w+D6CjWX8eZ+Btw7UkpNg4fYF2Ty4qqL7vdmMOrIyMjnkSuLwnKcYJ9cQwcAGbwbWtlTePDKH88acywelboJRiT+O9fC/82Ss5njCejtXzRi6YHOmE4pEqe/0k2QzsqemA51OYmKGk4pWHxMzhyak2s16zAYdj609Amjj99fvHuTRmwY2PeuDKnPLwnza/SG2V7qwGXV8Y2nxsAQNnU7PVdOzeHFbTXdZnMVAsm2IuYCBFp+K1RvGueIezbdU1uNd/BNqpSlDF1J9bVo0349+3Wt9uk8rF4w42yrbhx4g7jTDaTFg0Ek0dgbPuIPgkSYQinDhxHTGZzhw+cLEWw3sq+skcJw8m+lOMxMyHDGRgadlx5F+HKuyIGbUjlp497uaP6nBgnrxA4RMhYPW68DJE+v2UuvSYp6sKmmmvMXL9GsGS1wDJBainv9TpDW/h44aiMtBXfxtpKTBn3eiKIrKO3vrufcFzYLRbJD5w7XTuXhy+ogcsOQm2Xjkptnc+8JO6joCZMVbeODaaeSMsnyupxPDEVKv6/r3673KVGB0xFc/2dTvgTe+qW0AQAtSsfr32kbAYCEtJZ9/3TqDPy0vobEzwLh0B1nxlu4fdZLNSCiqdAuooGkulx9o5LauxN+JNiNLipNZcSjW+T030UI4qlDR4sUbipKbYOE7F41jclYcr++qY05+IssmpfOHDw7xtXO0H39hio27n98V087Wyna+dk4hdR0BxqU5SLGbaO6KqGs36ZmcFcf9/93L76+Zyobydtxdp0NpTlMfrS3Am7vr+wRTcPnCmAyaNuOV/W7Oz5/MpVu+BWOXIbmqSN70MInn/YT2mhJK7FOwS37mJP0/e2cdHleV///XHffJxN09beruCgWKUyi+uDuL7C6wi+7isILuLotbgRZKS12ouyaNu8u4z/39MekkIW2asvD9LTSv59ln6cmcMyeZO/eej70/Hi7/LljXeuesLA7WW6hqszMnP4bqdidFjd03YrcvQKROgU4lJ9Gkxubysuygi/9sruLi0clE6gd+OPwl89WeOjaUtLK7upNzh8cTplUwMimMcekROD0+Ktsc+PwBUiK0fZR3S5ptjE+PYOmB3sJCHQ4PxY1Wzhkej98volPKsPWI0moVUkqabBQk6LluchpWtw+TRk6cUcU1/w6mD/lFsY9i4XeHmsiK0fPX1Qe5cWo649PDQwbqURrMLkqcemwXbaPFAe9+3N2KqLbDyfojLYxLC2drRTuLdtWxcGwyKeFaLhyVyPTsCKQSCR6/SJqshfjVdwQNVACfG9Y/i/fc/7D0g6ADaESsjIXSlcTPHMGHJVKyjCJXpFkQm3bhUQzFrkjmsUMKNEoZU7MjmRLWxgXRH6M5tI4rUqYTGHox2taNiPs+4kmvncCEO5CokoDBB9NA8PoDSBB4culhvF0RbZNGzjMXFA54jU6Hl8931fYaE0U4UGdmdn7MgNbw+f3c/fFuXrx4OG6fiFohZV1RI2UtMsZnRAxojYDoD7Z5mprOlvI2ksM1DEkw0uEYuEJwoqSVsA33Bg1UgIAP07rfU3jZKAbcJ1Wpgw3P/eD59Cxc8cWA9zHIj2dvTecJlXJ/ySSFazjSZB00Un9iovRKBOD5746Exs4bnkCkrv9zTHW7gzn5MYxIMrG/zsywRCNGjYKaDgf5Ccd39IX5WpEtuz/4XATwOpF9ex9hly2mv6O92eUPnWV77sFygp7SdqedSkUh6nkfYHYHCFNJsLu9pDtsaAYqLHcSVLTaQwYqBDNu7v1kL7mx+p9N+Gt8RgTvXDOWVpubKJ2SzF+ps+r/igEbqaIoDiou9MTa0H2IOErAF2wdo41CJZMiBkR2VXdy9+wsnvm2iPtPy+Efa8totrrJj9NzuKGv7tT6Iy0hI1WjkPHAvFxqOpyUNNuQSwXunZtDeoSWN9eX88KKI/gCIpnRWv66cCTXTUnnygkpyKUS/rj4EJvL29ncFdV87qJhfd5LKZMglQpsq2gjP07PH87Kw+b20WRxIwjw6uoSIHjDfPq8IfzhrDwaLS4MKhnN1r459tF6FTaXt894z/YwB1u8nOnsgO9fCqaijbiKIl8ct5Yk02jxMDcnjSm6KFptQQGUp78tIitax9TsKGL0Kt7cUNFr7QtHJbKjqoMv99QjijAm1cQt0zPYWNIaMo5/7Xh8flYXBR0ZNreP97rEss4dHk9hUhjPf1fMR9trEEWYkBHO0+cVktrjAKVVSjE7vUTqlDRZug/TdR1OlDIJgiBQ3W7n3rnZvLyqJOThvXVGJm+sK2dCezDaPibFhM8fQNajDvNYrYH0KhnOLmGaf2+qZFp2ZB/NMAhGh/+wqZLrp/S99eyt7eScYQlsrWhnf52Z66ek8cWOCi6flMlbGyr5viyYvr70PDkJP6iFxu9F5rOiV4VhcfoYFyMQu+kxLlZoOS9hPDJLI5IV+6mc/CzPrVFwwcgEbp2WwopDzXQ215G48x5k7cFDhLrzHcT67ZA4EqF+FwCSxbeC9DUYtnBAn9+pjtcf4PNdtSEDFaDD4eVAnZnTCmIHtIZMKhChU9Dwgxr247VCOhZSicALFw/nsSWHKGuxI5MI3DQ9g6SwgR/EE6QWRFFk6YEGLhgaxaFmJ6+sKuGTq/IHvIbO3Rx8vvwAraP2GK8+Dh77sZ9Pzs6BrzHIj2Z/nZkFo//36lF/KuLD1BxpsvYqOxrkv8fs8GD3+Ll3bjZuXwClTML2inZsrv5rGjUKGa+sKiUhTE1mtI5VRc00Wly885ux/c6T2Ru6DdSjeB1I7Y39zotU9D3nCQJEKfs3UivNIt93mvjrmhIsTh9GtZzbZmYi04vk/gwZv01WVx8nudPrp9nq/lmMVFEUWVPczF0f7wn9fi9dMpwZOdE/+XudKgzYSBUE4cpjjYui+J+fbju/IPRxoAoL1cwBIJGBRAqGBOyCCo1CyugUE35RxOHx89zyYs4fmYhRE0yXCQTEUGrsUabl9L7p58Qa+OiG8dR2ONEqZaRGaNhW2c5flnen3pY22/nL8mL+dunIkPJubecPxT4CjE8P7/V+l49PoazZyp++LmJKViTJ4RoidApeWdW7JsvrD9Bm93LfZ3tDhsRjZxcQoVXQ1pXCLJcKLBybxIE6SyilGILtcA7Vdx+WCsK84Oj6+aEvsc/7K4+vFhkZDbeNqiel7Fl8ZXEMOf8q1tjTcPr87K7uZG1xCxPSTNwzJ4tHFwflvZUyCWmRWr7Z18CtMzKRCLCtoh2z08s9c7NPmZpAhUzKzNyoPqnh49Mj2FbRzofbakJjm8vaWbSrlrvnZIfSXfLjDbRYXZw3IoHDDZaQkNHqw808ff5QPt9VS3asjpwYPS8sGEab1Y1MJqG23UlKhIZGi5tPd9ayu7qTB07P5XCjmXd+M5bX15fh8vgZlmhkb62Z6dlRFCYZyY7R8a8ucRm3L4DXL3LJmKRe+zxjaCxbKtrpdHiP2etyeGIYxU1B43N4kpECsYQzwz/lxarbQwYqwK42JflKQ6imFACpHDE8g99NdPPAqk62NIpcGD8OZd1mFOUrQi9rl8UwPkHGjVEHMG16m3FyI95hVyDb2+3lBhBaDkH+/N4b3PwPyDsbFL/eaMpPhUyQ0G7ve+gxO/uOHQ+56OPGqRks2lXLkAQj/oDIjsp2smIGfhBRSgK8tbGCspZg9NEXEPnr6lJev3zgCsG+AJyfIfBg5CFMxZ9iDy/AvPAqmn94EOwHl8KEzhAPlt5q2w51PAP2ySu0oDL2NlQlMlD234pqkP8erz9AWYuN5F9xil+cUcWRJtuJXzjISSGXSojUKXpFUheOTQqVbR2PCJ2chWMTkUqkGNXBrDKJRCBc2/8ZSNTHgTaKptyraFUnE+WoIPrI+0G9lX7Qy/zML4xjyb5uZ9p5wxPQSfu/Z9sFDS+t3BVSTzc7vby8soQRV43od95RmiyuYIRSryRaf2LnYYxehVIm6WWoquVSYn4mcc3KNju3fbC71+93+we7+fr2yb0CA4MMnJNJ9x3T479VwCxgF3BqGqkyFZz1Iiy+HTy2rlq3+0CQgt+DWh5gwRtb+OTGCXh8AVIj6qlsc/BuV81fQpia5y8qZHN5G9sqgim/49LCmZDeN60sQqckoke6R227s89rNpS00G53k9DVo+rCUUmsPNwc+nl5i4PMKB0TMiKxuXyEaeQ0mZ1sLg++98bSVp46byiI9OljdeesLJ5dXtzLWHjm28M8f9EwGs0ubG4fcUY1r64uISlcy58vGEpth5P0yKDAwuvrywG4IF/P6M6lYEgAXRQEArR5pBS1OPjLxDKS1j8IgALILVtO27QPuWx5sH7x7jlZKOVSYo0q3rhiFCVNNuJNKlqtboYmGnltbRl+UWRWbjSxRhUH6zoZkxqOVnlqNAE5Z3gC67vSfQHm5EczJSuS19aV9Xnt8oNN3DgtI/S3iTOqeXXhCIrq2njzipHsqjYjk0rw+gNc958dPHneEL4vbeOllaWcNyIBhVTCpztrCYgipxXEMq8ght9+vh+3L8Da4mZ8ARGlTOD8kQm4fQHGpJqQSgTe2ljBK6tKgz18xyajV8pxev28u6WKIQlG/nLBUFpsbgJisE52c1nQmbG/zsKlY5P5YFswQpwUrmZKVhRPLj1MjEHJ43Piydh4M5YhV7J2a+/U+Jd2eZhz2svErDj6PVXROvN5muxKzqr7MynzrqHYLmBPfRDlspuDhoEg0D7iNt6vNvJobi0RS4MVDipAlXIcg0WQQFQuyNXQsBe0EUGjYJATI8B5IxI49IPMkjGpA0//UipVROtFfH6RV1cHr7Gbp2egPgl1ZauX0DXXk74Ov+PTLurIrfobxj1vAKBt2IO2fCnecwaeZlvj0SOOf4789bcEnaBSOXXjH6PGHcX4Aa8iwNT7Ye0zPZ5P9x6zXdogPy2VrXYidcqTal30SyPeqGb5wf6jbYOcPKIg9KpnB/h4ew1nD4vvd16Hw8v0nBge+eoATRY3cUYVj58zhI5jKO/3RCpX8f3p33LPkqqueYm8ePbljJH274BosvnwBUTunZuNxenDoJZxoM5Ms9Xfb928y+0JGXBHsbl9uD0ndkhuKm3lnk/20mhxEWdU8eKC4Scsw0iL1PLixcO555M9uLwB1HIpL148jNSIn8eB1Gh2HfP3a7S4Bo3UH8nJpPve3vPfgiCEAR8d+9WnAG4z+H1w7j+CYhT6GBAF6KwCrxPBXoQoxvPNvgYeO7uA164YxV9Xl7KxtJUJ6RHcNjOT3VWdROlU3DU7KPBT3GhlX62Z3Lj+vd0xhr71CcMSwzD2SG2bmBHOcxcV8vKqEkQxWEMilwp8sqOWqlY7EzIimFsQy9riZi4eGcOUzEiWHmoGQcIrC0fw5a4adlabmZMfg0Elp9naO43O5Q1Q1GjF5fPz8baaUC3CWYXx1He62F/XidXpZVhSGHfOyiJcI2O2dC8xvhiQTgZLPd6CC2mVx3PTmFaSDr4GgDdmGPWZlyIRvWTK23hkSjxGhYvOTgujkkRuW9lOhE7JuiMtGFQybpuZxcfbuyNwKw83kxmto6TJyoIx/lPGSE2P0vHPq8ZQ3mpDKpGQHhmsPR2aGAZU93rtxIyIPs3BEwwKEja9wirVbD7YJmHekBjCdUrOGBrHkSYbX+2pRymTkBCm7tVPdNmBRobG6wjXKGiwuEiP0pEWqeWFFSXEhalJidDw+Y5qsmKNoQblbl+Af2+q5PFzCpBKBH735YGQQ+Xm6Rl8sLW6VxTtu0ONvLhgGNGGYL1OYaIRi9PLY/PzyIrWs7ykgWcDf+QmfQJD4oOtlY7SavPwvTWG8yfcQruxgLVtRl7eGODFs3WoU0Yyfs0ljDcmgfRcOO0pkCrB78EjT+JqaTTeukrQx4K160BWvZVA3tlIDi8OvYd39A3IDQnB9h4eO8x+DBLHBg2DQU6IWiFDIRW4a3YWH22rQaOQcsWEFE7mjO/0+vlsZy0bSruvsZdWlpB+ycAPBjKJhPw4A3tre2ckmE5COClabMO4/9+QORvihwfTaw98TpSrHBhYtMAo93HVFh2PTf+ITHkrHYKRB78P8GjSSfxB/B5or4CxNwQdKIIALSUQfxJCUoP8KIoarSSdQKzul06cUUXFMXQpBvnvsLp8KGUSzhgaR4JJTU27g2/3N2I9RhlVT9RyKbe+vzuk7N9gdnHfZ3t5+8r+v+81PgM3fVbSa95Nn5ez5KpM+ktWjzJq2VJRwTlpAfKj3ezvVPLPig5+O71/wcBYhRO5VOhV2qGUSYiW9+8IrGqzc+O7O3vt88b3dvL17ZP7FSWSSAROL4gl944pNFvdROuVpEVqfzZV6kidEoVU0ktkUimTnLCmeJDj89+c4O0wcLHBXx36WGg6CPbmYOP07W9B6UrQROCb9Uf2aibz9HlaEkxB6encWAPPLxiG2eHF6fHz+a5atld2sLm8DfZ3L+v0+Flwgt5qubF6LhiZGBIKCdPIuf+0HHQ90lsNagUXjkpiVm4MIiKdDg/vbqlGq5TylwsL+XRnDb//8gD/OT8Om9TEphon2bEGajuc3PbBLv5x+Sgi9S1sLG3lSJOV2XkxfNejN5pUIqCUSYk3qkIG6uy8aIoarXwdSgFpJaO0lfHpEby8qoS5VyfAV3cHW/UA8vI1xE94hJFp5xMoU9I44h4Wyc/kve2dZIbL+PvwKq45cAW4OnFknokkYiEXDc/h8WVluH0BdCo5e2o6+/x91h1p4ZpJqUTq/jfl/38uTFoFo7S9o08TMyKYmBHBpq4IUUq4moVjk/tKsDva4NAXqCeczkNnZPPOpkoO1lu4cnwyu6o6AciI0nGwvm8d9aqiVj47X88HlfEkR2ip63RSmBTGu5srSYvUcsesLH7XQwn6KJVtDtrt7l4R+k+21/DA6Tn8cckhzh4WT6JJTZQ+WCv7xvpyrp2cxt2f7KXT4eX6Ken8Y115qI52d42Z5y4qZFtFG+VdvS3HJqoZ49kGW/7Crqmfct9qB3+Yl8mQNVcj0ZrgrJfAaw+KnpUshzHXwYbniLU1Y0yZyfeZ97Cx8G3mV/0ZTe16KFuF7czXIfNs3DV7aDfkogmPI2nJJcF+lAAl38ElH/6IT/DURCoRmJARyW8/38vU7ChcXj8bS1r44zknUIrsgdcfYO2Rlj7jPVsjnQiVVOSmaRmUNtvwdNVWSwWIO4ZT8HgoJQGY9Qco/jZ4TeliYPLdKJUDXyNGYuGTsxRo1z6Con4bMcYk3p7+DGp13+/ecQn4glFYXXRQRdMQBwoN+AeedjzIj6O40Ur8SdQx/xIxaRU4PD6sLu8pU1bzf0GsUcUzFwyl3e6hw+GlMDGMGTnRxJwgtbXN7sHq9qFRSIkPU1PX4aTT4T1mD/OeVNtkvVrWQVCErtou69dITVNa2b5AQLriZoTWEpKicjjtkqeRKK1A3PHnibU8NcPAg6st+AMiMonAMzMNpIl10E8n2PpOZ599mp3BPuwnUs6VSATSo3Q/m1BST9IitTx1/lAe+Hxf6Pd7+vyhv2oRtZ+bk6lJXUJQzRdACuTRo2/qKYfTAuEZsOZJUBmCBiqAow3ZktvwzfqEh77xEWdU8bdLRzIyxYRSJiVcK/CnNYf47mATM3Ojg0ZqD0an9t8PC6C200mTxcXds7PwBYLqqYv31jEiOQyvX2RHVTvLDzYRZ1AxOz+GvDgD4VolZxfG4fT5efDzAzSYnTx17hC8goObPikKtXkpTDRyxYRU1hQ1kxGlxaiOY3tlOzmxetRyKd/sbyDBpObqiamEqeUkhqu5e3YWBpWc2DAVN7+3K7TP/DgDU7MjyYs18NWeejTmIyED9Sixu16iI+0sWmc+yzZHMsVHOpidF8MtGa0YFt0Rep2m5GtElYasIQ+THaNnd00nLdZgbcIPyY8zMDkrcrCHG5Bo0vDXS0dS2mzD5w+QHq0l1nCMnl1KPfb8hVgMWWw40MKIpDDOHBrH4r11jEoJZ1d1Bw1mJ+PS+6ZgjokOkLD6DsaOeJGrPg+mdscalDx7USGiCMsPNJIZrevTOiklQsO4tHC+L22j2Ro8PJudXrJjdHx0w3j+uORgKPXJpJFzz5xsrC5f6FrVKqW9hJ6sbh/fHWrkqbPS8bVWovC0k9G+kogt/8Sfdy5R8Wk8Nl/GbP8GFJYqSBoZTM/9+q7gAhNvh2UPhBSc1FWrmSiRc6vnNpKzb2FC7XqQa5CqDVg7WynJvZVvD7Vwt+PLbgP1KBtfgvQZoBjsjzYQsmP1vHb5KMpa7MilEjKjdYRrB+5kUsul5MbqabH2NsJOqj9dwI+IyN/XluHsavkwOy+aYfEDP9xIpRLEkpUIVZuCA7YmWPkYXDbwdF9BEAhbeQ9Cc7D2HnMNEV//BnHhSSQuKQ3BCOr6vwR7EDrbIWEMDL9s4GsM8qMoarSQHzew1km/VCSCQKxRTVWbgyH9qMcOcnL4AwGONNr4R48yndtnZpIc3v99TK+UcNWEFLRKGWUtdubmxwQdCMr+yx2USiVSiRDqfw5BfRGFsv97r9TVgfDVDaGWVkJLMbLFNyEueK/feRKFmnMs/2Ho7Ik0+fXESq2km5ciKK7od1649tj7jDiJZ8T/BTKphHOGxzMkwUCT2UWsUU16lPaENcWDHJ+TiaQ+1+O/fUCVKIonITf4K8PngIY9kDIhqFT7A3KlDRQmZrKv1syXe+oY2dWMudXu5ss9dVicPmKMwV6mtR3BGtPUCA2nD+m/YL3N5qa+08WoFBPNVjcfba/BHxBRyiTcOj2THVUd3PHRntDr39pYwac3TSA7Rk9ShIatFe1Utzs4fUgsEq+NN7d39upDuq/W3FV3KODxi7yzuZKJGRHkxxmQCvD6FSORSSTYPT78ARGL0wuCgMvnJ0wtR6OQ4vL6uXNWNlVtdv65sZJog5LbZmYiKPrW0gIcbrDgUKTw+6+CbUYkAtxsqOrzOuHItzTF3sjZw+M50mTF5vYhADmxOoobgxGTKL2SKyekEGf8dadbnQzhWgVj005Q36fQsDb+Gm79oDusb1DJuHZKOsMTjawtaqbO7EKrlJERpQ2JyyQYFVwQVQsHizB4W1DKgqINC0Yn8cQ3h2kyu5lbEMOl45LZX2cOpfGOSg6josXOyytLuHVGJj5/gCari7FpEfxpyUFm5Mayp6Y77bLD4WVzeRszegiLHUtQafHeBi4aGk6hyY2mvRoZVphyH1JHK8M+GUfG5d+i7BBg/C2w81+g7vF38Tr6LKqpWM68Sbdx0JeA8YJVtLjl6KRa3ioNY/k3u5mdG0VY/LEOAsfY3CD9EmtUE2v8cUa9yxfgivEp7K3txOIMetxHJptOKqIligH+urrbQIVg+cCZQwbWwgbA53GhqFj3g4UDuDvrB96QyNXZbaAexe8BW/OxX38sZCqIHwnR+cFIqj4OZAqQDka9fm7KWuzMyR+YKvUvmRiDctBI/Ymxu/28saG819jr68oZe4L6fL1MpLzVHiqpgaCDTSfrv7+qXCLwwJwMnloeLOERBHj4tExk0v6NKtFaj/DDnsu2ZkRrA/3NlBrjkaZPIbethNz2EojMhowpQZ2SfkiP1PKHM/N4bEn3ffGR+fn/kxFKuVRCbqyB3NhBkbqfgpOpSV0nCEIM3QJKJT/Pln4hODuDSr4RWWBKg7beirjVbg2nF8Syr9bMgToLHq8fhVyKViEjI0rH7upOXl1VwhUTUjCq5aRFahmTGk58P57/qjY7936yhx1d6ZfpkVpun5nJSytLSO3Ks3/uu97Ko2anl701nSSa1HywtQaX149KLiE5XEOjA/Y1uvq8z5EmK98dbEImFbhrdjZPLT2MxeXDqJKRHWPgsWUHqGl3cvaweDw+P8sOBtOAI7QKXr1kBGWtNmrbnSSGq1kwJon3tlTx52VFjLk0i1FqU3c0NXUy7pHX09yq59NN3UZpQASrtG9E2W9K51BbgPf2lPCbyWnIJALZMToSTCpUciken4haLqG+00VurB/lr1i4YqC4fX7MDi8GtbxfIQ+zw8MLq3s7BiwuHyqZQHGjhdOHxqFXyYjRq/jHBWk0lh8iIIpkefehrTvE6mmfsdkczfVTleTG6rn9w90he+/rfQ2oZBJum5GJw+sn3qhic3kb/9pUCcCfvj7EW5cNJSlCw43v7iRKr+zTSgSgpMnGGUPjCNPI6XR4cXj8xBh6t805d0QCjy6r4pGRIhPbDoNEAlv+Bl4nqE1sbVUyRmVCvvF+yJ4XTMc8ivQYKZnGJCotAvHxes7+8BC+ACikEu6Zk832WjvfHW5hf9Z4RkrlvaOpk+8ajKKeBD6Ph32VjWwqb0ejkDAhLYK8tP4PLj1RSgX+tqaUy8elIJMKSAWByjYHRY1WpmYPTP7fGxAoPUZ6sM3d/0GvJ06pHk3PGuaja6sH3l/BowxH9UNFasCpjhm4oetzQe32YJ20GADRD21lEDd8wPsY5OTx+QPUdTqJ/ZnUQ/+XiNIpqWofrEv9KXF4/L2ihQAefwCXr/97kMVDLwMVgg62aycm9zsvSmohSSdy39xsXL4AKpmEeK2fKMEGHN85J2jCg5kaYo/2LhIpaE7QTzosGaJawG0FbRQIMojIhrDEfqfJZRIuGZvMqBQTDWYXcUY12TG6Xu3uBvl1cjLpvguAZ4G1gAC8KgjC/aIofvYz7e1/G20ENO4FbSy+mY8i+/w3wTogwJ40jW/bohH0Pi4enURyhBpFl4GgV8l5cF4uV769DbcvwL++r2RUiokFo5P6NVAB1hW3hAxUgPJWOw1mFykRah45Kx+FTILnBz2hIFivVdJk5YUVR0gKV3Pt5HS2lrcxJTOC6dlRob6aR0kI09Du8CCKsKW8jRFJYWyraOefV42irjPYqqQwAnLkTZQ1WwmXGvhgn4VYo4rVxc2832O9USkmzh4Wz+K99ZR2wqhz/4FYtg7ihsKhL1Euu5vzJv6R9/29b1IrOuLJSJyIvLYrbU6qoGTYg0yITOOvm7bx1y7xnkfm52N2eHl/aymttu76izevHHVKeLP7o6TJyt/XlLL2SAujUkzcPSebgvhje70dHn+ffmIQTD3cUdnOd4eayY7RcebQOL42B1gorSBuw0P4w7N4Pe0l/rLMDAQFrIYmGFkwOqmXoNXivQ3cGKYmP07PX9eU9aptPaswjhaniFTwMW9ILMsONpJ0jPSmuQUxhKmk/HF+AR5/gP21Zl64qJBvDzZR0WpnRLKJ+k4nxU1WttoTGJc0Htk3d4bm1w+9hSfWd/L56BqY/jDseR+MCYiJYxFqt0HrEUibChXrgxMkUqwzHud0uxWnshONUobF6cPjD/D3taUsGJPEWxsquG0dfH3Rl6gOfIDab0UYeSWkTPwxH9kpy9bSBq5490Co/ZFe2cBHV4sUpPV/eDmK0y/S4fDy97W91axzYnMGvAelUsmM3EiWH+wdsYw3DdzZ0Og3Yp3wBKkrbggd4JyZZ1FKCgNtZFPtMaAa/yeS190VGuvIu4waXwyFA92ItKsd2ponu8fSpoFs0HHyc1LT4SRcq0Ah+/UfnqP0SipaBo3Un5IYgwq9snedaJhGTvQxypp6YvMeO3PneOOhn/uk3PHlkT5CRkuuye13nlemQz7pLoSNL4TGxMn34ZfpONGVH4gbSaUklWazg+gwDWkx4f1GX4+ikksZmhjG0IE9Ev6/EQiIVLbZaba6iNarflahplOBk0n3/R0wRhTFZgBBEKKAlcCpaaSGZ4DLAh4b3rJN7J7zOQZHFQ6Jjm9bInljh43bZgqUtVi5dFxvb9bY1HC+um0Spc02dEoZ+XEGogfged1R1d5nrLjRyttXjaGm3clXe+q5d242a4tb+GZ/ULxIKZNQmBhGVVvwYVLT7mTdkWZOL4hjZEoYu6s7mJQZwfelbSikEi4ek8Su6o5QFOxQvYXJWZGUtdrQKmW8uaGCawoEJu1+HnXNepKA8QmTyJ/6AE2y6D6HxJ1VHUzNCkYRfFIVe+uspA9ZiP6Ti4L1WkDMpke5edTHPLyiOx341R0OZl31MorWg6hFJ8W+ON7Yp2RaTicLxyTxYZcBZNLIabN5ehmoAC98d4RxaREY1Kdmelu73c0dH+3mcEOwl+jKw83srTXz5S2TQmJePfH6/Zw3PIFX13RnBCi6vJSnD4mjtNnO9VPS+PZAE7uqO5iwYD62+Xk45CZe/qSh11r768zMzusdvYo1qhiXFs7f15QSY1CFjNQbp6azvbKdhxYFhZXGpJq4ZlIae2s6uXx8Cp9sr8HjDzAjJ5rxaRE89MV+mq1uJAJcMT4Fvz8QEiP758aKkPy7QqWlU5VAz/hVuyKO+k4nGlMsfHF1cLClCGHE5XiGX0G1VcCbng4Z1xKvcKLVatGvfJTCjnJQm/hgzj9YsEyKw+PH4vKhlAUdT40WD4ekw9GMfYKRyQNvmzJIEI/bxWsba+gZQLC6faw/0jpgI1UuCbY8emlld4KPQioh8SRUVt1eP3cVBmgza9lRa0ejkPLQJD3ZshZgYA4vQSLBEJUCsx4Ntn6RKkCXjCAf+D4kUin3HEzljumfEOOrxyIN56NqIxeKJ6EQGfDDgR88mivWwdT7Br7GICdNRauNeOOvP4oKQYPqQP1JpKAPckKsLg8Pn5HHS6uOhFrJ3DErK1TCcDxMGgU5MfpQ73AIOovDTnD+aXf4ehmoEFRGbz/B+wVUYcFSglmPBMtk5BowJuNTGunvHQMBkW/2N3D/Z3tDLWGeX1DIvCFxvwpDLhAQWXawkb+vKSE9Sk95i41bZ2ZyekHsr+L3+//ByRipkqMGahdt0L/TRBCEJIJ9VGMIFmm9IYriy4IgPAZcDxyVY3xYFMWlXXMeAq4F/MAdoiguP4k9/t+hMgS/mAE/arWW5DA5565NoMHsBmykRajx+QPsqOpkY2krEVoFLTY3sUYVcUb1j8pZn5wVxeK9vQ2C0/Jj+HpfPS+t7DYuLhiZwGXjk+l0eLl2UirhWgU7qtqRCMFU2gN1Fg7UWZicEUFqpBapIHDHrExyYvS8sKKEspbulLcxqSb215p5+ryhvPN9BWanl1nSg6hr1nf/Keq+Z0bCVhYrzu+TqgIQbVDx+zPzSI7U8cLGFJ4w1qO3dSsF42hnXtMbKM97kPd2NBGjl3PlyEiKrHI+ORBLi9XNjNxoLh8fxv2f7eXZi4bx4fYazhkWj1Elxx/oGwE0O734/H3HTxWq2x3UdTr5zaRUNAoZXn+AL3bVUdlmP6aRGqFVUpBg4PFzC/h8Zx0mjYLJWRG8sb4cuUTC/adl88evD3H7jEzGpobz5IpK/AEp98yOxe2r67Nez0iCRIDLx6ewu6aDTeXt/OGsPDaXtaFRSHH7Auzq6u0KsL2yg2FJYWyv7CDZ5OLVhSM42GCmIM7Ay6tKQgJLARHe2VzFjHQd5w+P5aYP9oYiwYkmNQ6Pn2f263lk4WJ0ncUAxMSMJHV/K4GWPb03u/s9FJUbeS/mr/x7eScg5z+nqZi69OLu1zg7yN/6IL8Z9lf+tt1ClE6JrcvbfePkZErrWihMO7Uj9z8Wp9tHh6vvd7XzGGPHQ0LQUL1rdhbrilswauRMyYrkZPQqwsV2Ir45n3+lzaM2byoav5Xkg69hM94PWUMHtEaE1EnYd3dCS3ftlBpIu3gJ9KuX2U2UMsBFw2LY295GniaaFrcWjUZDsvEkyhdE/7GLto81NshPRmWrY0AO518DUXoldR3H1pkY5Mfh8oo8tfQw5wyPJ0yroMPu4YmvD/HKJf23r1LKBa6fmsb2yg4O1JkpTDQyOsWEUt5/XDNGAwlhKq4fKiNBYaPGo+ft/T6iT5BwIVgbEBbfFiwrODqm0CK55FOITj/uvJJmK/d92v2sdnr93PvJPrKj9WTG6Pt/018AFW12KlvtpEXq2FPTyfCkoPZGRav9/0Rd+NfIyRipywRBWA4c7a1wMbD0BHN8wL2iKO4SBEEP7BQEYUXXz14URbGnGBOCIOQDlwAFQDywUhCEbFEUB14U9H+Jsx2+uhXsLcSoXmPt3D+z2pECXjcxsQlc9F7QcFx1uBmr04tOJcfr95Mfb2R8WgRGzclF+aZkRnL+yAQW7QoaBTNzopiYGcm5f/++1+s+31XHl7dOZGhCGFKJwIpDjby7uZo7Z2fzWpdyZbReyfVT02l3eNhXa+aVVaXMGxLL+PRwKlptBEQYlmhk3tA4pmT7CFeKbK7oIC1SS0zTxj57i21chyLrQsalhbO1op2UcBV/GhsgTaxBgYsvOiJZ1mLirKHxVFna+xzXTCWfE550JY/Pz2VPjZlKm4RHl+wPefnKWiq4ZlIqyREawtRBpdcOh4dd1Z1BUacfKL9dOzmN8FO4N5VGIeWh0/N4fkUxrTYPBpWMW6Znolf1/soHAiJWt5ev9tTz5DeHkQgCZwyNZUpWJPd+ui/0Nw3TKOhweNEoZfzx625xpX9uqmRufu/2REa1nBiDirvnZOPzB8iLNdBsdRGuCT75/rq6lJumZxBnUPHZrr7aayVNNp46fwilzXZ++/k+rC4vf7t0JPvrzH1eW9np5a3vy7htZiaiCPFhKmwuH098c5h7xmlQ7Po3EncrZMzA2LiJD2clcVCcj2FaMjnbfheqjw5oY5DIg0qBcqlAnqpv1oLEXEmuwU2kTsEfzynAbe3kyqviibPsQCxZyy7tHZAyGEk9WVQaNQtGJ3Jg8eFe42MyB270e/wi2bF6/r6mDL1KhtnhDTpkTkLdNyBVgCYcffGn5BV/GhoXlAMX51B4OvCFZ+Ke9ghY6hGVBgSvE7m9ryPneBi9LVwY04F0++1gqQeFFv/cZxDcTgbc9c2UDgmjoG5nj4WTICJjwPsY5OSpaLWfMDXz10KkTkmz1YU/IA6ql/5EROlkROoUvUqwcmJ0ROj6Pyt22r1EahXMyIliSmYkMqmAUibB7Og/IpqgCbB8nhXdsruCz0JNOAvOfBX5iewpZyekToLkieBzBssIKjeCs+8zuifVbY4+ZUVOr5/qdsevwkg1Ozx8vqs2JCxZ3e7gcIOOCRknqNUd5LicjHDS/YIgXABM6hp6QxTFfnX1RVFsABq6/tsqCMJhoD81jHOAj0RRdAMVgiCUAmOBzQPd5/8ZHVXw5c3B/pIALjPKpXcw77SnQCWwu8MdOuDPyI2iyezmtfXdqm03Tk3n5mkZNNvcyCQCyeGaExaBx4WpeeLcIVw3OY2AKJIaoaW4yXpM57jTEwg9ONrtXspabCzb38DT5wcjAkqZQHGTFY8vwF2zszjUYMXrD1DT4eD2mVlkRGkRRXB6fDg9PioaLExIVvN9lZ3mjEkkVqzs9X72lJlUtTsYlx5OZpSWa+MrSf/u6mDaGXBt9DD+mfg49RY1G2s0FGadj6FkUWi+a8wtTDY0I1vxOAXaaNoKb+AljZxma3ca76Lddfz5gqEcrDPz+roy7B4/b1wxipdWHuHhM3LZWt7O0AQjGdFahiWGDehj/LXQYA72RYvWK9EpZXQ4vDz7XXGoT5rF5ePFlUeYljMpNGdPTSfvbKpkWKKxl2re57vqONJkY3ZeNMsPNpEQpsaoljMmxcTGLnEGlVzC/GHxxBhUFMQZiDWoWHOkmaxoHRMzIvnDlwewd6Xe3js3m+e/O8LZw+IZmxbOtop2XlxxhEidgotHJ7GtordBOCbVhEYuJTlcTU6MjkvHJePzByhMMLCvrreYjF+Q8pshcmL8lWxtVfHtfpEH5+Xw9lWjGdXyBar6I5AyCVb9CQUQDjD0Oh7qPJubJ7/G8BUXg0SKpOAcbmlazNmzh6DVG4mQ9/WLiWEpDEmN4/FoI0NNfhI4hLD93eA1PvxShgeqCARG9u1BO0i/+AMipc127piVydL9jWgUUs4qjKekxc7sAa6hlktYur+BmbnRJJrUSCUCS/bV4/QM3L9pEQzIpjyGack1obFARDbthjwG6gP3KCNQZJ2B/rNLQmOulBnYpz8+4DVEiRTp0nuCBiqAx470mzsRL/u0/4m9NmKD3PkQkQk1WyG2EJLGgMcx8DUGOWnKW21MzBi4SNYvGblUgkEtp8niOqGexiADQyf1cdfsbNYeaWFHVTvj0iKYmhWJXtJXSLAnRo2cT3bU8uG2bh2IKyekcMHI/sXnBI8V3Te3gKerttjRju7rm3Fe9lW/83zGFJT6BFj9ePfgqN/gNabSn4tGrZCilEl6GapqubRfUcdfElaXL2SgHqWk2YbV1b+zYJDjczKRVERR/Bz4/Me8kSAIqcAIYCtBQ/c2QRCuBHYQjLZ2EDRgt/SYVkv/Ru3/P9rLuw3Uo/g94HWB20yMxsCFo3LIidGRFK7hxRW9VXff2FBOaqSWhxbtRyGVcMv0DK6cmEK4tn8vrEYhI7+H+E1KuJb0SA3lrd2Hjzijqpc0d5ReSVqEhisnprBoVy1bK9pJDFdz3aQ0HvvuECq5lFtnZPDF7gbKWmycPzKBWIOSPy8vptMR7Ft58/QMbh0N+5vcrPKPZEHiFNS1GwDwJoznG+8o/rO5inCtgiULwohf8UTIQAVQNO9lRl4db7eZqLBK+SzrRs7PPxdHYwlWfToZej+yL64NvT6y5Duem/oBV37b/bvrlDKaLW7e2VzFvXNzeGV1CY0WJ7fNyMTu9jMxM4Lnlh/B5vYxKtnE0xcMJftX4J3rj0BAZO2RZn772T5abR4yorQ8dnYBO6s6+jTydvsCNFvd5MUF2/4sfGMLTq//mOm/++vMTM2OYnN5G89fNAy1QsKN0zJYfiBoRNx/Wg7/3lRJVZuDKJ2SB+flACLj0yP4w1cHsXv8SAS4bnIam8qC35PFe+u5eEwSU7Ii8fkDyKVS4owqRiaHsau6kwitggdOz8EXENlTYyY+TMX9p+XwyFcHKWm28cj8fBrMpbTY3AgCPDQnjTMlW4k9+BA4OzgteijbxjyBrOuhp638DnLOgB7iDgDh+9/i4qlz+FdlOM/N/ztyZzNse5PIjopgDatCC1MfwDPjURTruq5jVRg1U57l3A9qeeo8EzGW3QifdxszVK5Hf/6bUPU96GMhMvMn/qR/vcgkAmUtdg7sqeeSsUnY3H6eW17MLTMGHvWzewJkRun5vqyVTWVtKGUSLh+fgss7cCPV7ROpi5xCy5mfEWMvwq0w0WIYilMaQ/8amd1IfXa0a37fa0xVtQa3tRoYWMqw6OzAIzdQPP2fVHmNRMlc5NZ/jtHacOLJR7E2wKrHICoHEkdDaykcXgzRBRCVPfB1BjkpqtscnDfi1Ej3BYjWq6jtcA4aqT8RtWYv9WY3s/OjmZwZiUouobzFjlGhpr+7oc3l56MeQoUA722p4rT8/ttnSWwN2GLGUpTxGxq8WuLldnJL30Ru6/9eI/HaYc+7vQd3vYN0yKX9zlPLJdwxK4tXVpXg9gVQySXcMSsT9QnSkn8pGDXH7tt6otrgQY7Pyaj7ng/8GYgmqO4rAKIoiicsrBQEQUfQuL1LFEWLIAj/AB4nWKf6OPA8cE0/S/xwvRuAGwCSkwd6fPiJkWtAoQt6rEMbk4DXDuufhcs3ULfPzmc7a7l9ZiY/LNUURajvDNZzePwBXlpVQn6CgbknUKQVRZHaDieiKJJg0hCpV/L3y0bxyqoSNpa1Mi41nLvnZBPbQ7whTC3lifOGsmRv0DN/47R0SpttvLGhgvnD4vlsZy1Pf1vEK5eMQCYREAS4+f1doQjtkSYbb22o4M9npvDxaS3UdlronPx7AhI3Lr+EaiEemU3B3y90MqxlCQnVFrD0TePUBKyMiFfzgPwTdM1HqE95gKv263l4kp6ctdf1frHfQ5bnMCp5Fi5v0Ot2yZhk/rKsGKvbx0urjnDtpDT21Vr4bGctD56ewzPLikPTd1Z38PTSw/z9slGoFf+3Xrr/y+uzrMXGTe/uwtNVf1vWYuehRfu5Z042GoU0JCQEwdrQo6loh+otoX6Q6mMoUWZEaZmdF8XFY5LQKaTUdTq5+5M93DYji4sUUt5YXx5qE9Nic/PwFwd47qJhdDg8PHHuEBweH3aPH6vLS7Ol2wv88fYabpuRwfqSFuLDNAREkWGJRu6Zk43V7ePJbw6H+gabNHLunZvD4cagGMQz3xZx8ZgkCuIMNFndLIhvIuyjm0N1dvLm/Yw98Ec6Mj9EYzTiS56M3Gfv5Sw5iiZgp7RNi08ViXzJLb1+5osdSWXcmTy/oZmr535JttZBhxDGgXYp958Wze6aTuY5+/rqxH0f0zb6Hoyr70B+2uOQOFA91/9b/ifunz1wegNcPj6ZqjYn26va0cilPDgvl6TwgR/2wzQyKtvsIYeI2xfg7Y0VvHLJ8AGvoZYLLDrQjkyayv7aMMI1CtI8WrIk3hNP7kLht4O9tc+44Oo/Da73RiL5tuBZ7l7eTjCpSODywt9wv1HDgDtSaiJBZYSoPAhLBYksqF6t6//Q+r/A/9r1OVD8AZFGi4uoU6jMJEqnoLbDceI+3L8yfq5rVKFU8cKKYJlTuEZBu8ODUibhX1eP6Xee0+vrk1EXEIP9o/vDoU/n/aj7eHaZGXADMn435SEW6MM4trkVRO5s6VvfLgaC4/0gk0oob7Zx3ZR0BCG4REWLncmZv47sA6NKxqzcaFYVdcv3zM2POenSvkG6OZlI6l+A+aIoHj7hK3sgCIKcoIH6viiKiwBEUWzq8fM3ga+7/llHb3WJxK6xXoii+AbwBsDo0aP//yhBGJJg+oOw6o/B/oiCBCbeAYeCaRL7O+RsLg+mMZqdXmINKhp7HNZ7Cq8cZUtZW79GarvdzUfbanh1dSn+gMg1k1P5zaRUcuMMvHjxcDqcHsLUij6pEzKJhDs/2hFSwF1f0spVE1OpbrMzPSeKOKMKmVRCIBCgtDUoof/D+8/BeguHOuCVVRJ+Oz2bdZUib22sBOCK8W4STRLi9SJx5Z+DIAYjWPt7pKcJAjZ9OtPaviRi96sApNVv4bG5y3G7nIhSeR8Z8gidilunZyISVOrcXdPBdVPT8foDKGUSYg1KvF3G2bFSpdcUt9Bic5McPnBlzZ+C/8vrs6bdETJQj1Lb4aSu08mtMzJ5ccURfAERiQCPnV1ARlQwwi7rkZIappH3qnXWKqTcMyeb4Ukmtla08/CifZxRGI/F6eP1dWX84aw83tncu6eq2xeguMnKF7vq+M2kVN7eWMFN0zII+EWeOX8ohxosVLU7mZYdiV4hJUwjZ8neBtRyCSOTw/nP5ioSTeqQgQrQ4fCyraKdzGgdpc02NAopBpUcl89PlE6B6LL2eVDKG3bh6qhnQ62HOUnTkJV/ixCWAp099qsJp9gTycIsUJcuCV6rxV3l9WoTe3Lv5oYPyrltRiaHOxoY3fgNpn0fkC5X0zDqfj6VTD12T1Wpgqf3adBrH+KG2nLi44YFW4H8j/E/cf/sgYCIyxvgmWVFobFlBxt5/fKBG/lWl4/tle3cMj0j1Ce1vDUoYjFQXF4RfwBeXd2d9WJQy3j2wgE3fkFUGHBnnIayrIfen0SGaEod8Bq1fgOPrK3vdWm/t8/KOcPj6P+o2oPwNLjg7eDz6dCXwVrU816DyP/9KOr/2vU5UBotLgxq+SnRfuYoJq3imD2tf+38XNdomFrOH87Mw+7x4/WLyKQCeqUUk6b/54hWKSNKp6TF1t0zPM6oQnMCB/1hl4nnN1f2Gvvz92aGZqczvp95gjYSdNFg66GlakhA0PZfexkQQSIVkEsF6jqcJJjU+EWxTxDnl0qjxUW4VsGds7Ko7wz+frUdzq5WkQPXNhikm5M5QTX9CANVAN4GDoui+EKP8biuelWA84ADXf+9GPhAEIQXCAonZQHbTuY9/89wtgYjqQs/hvpdwZ54h76C5mBtX3v3vYJPdtTw29NyWbK3nj21nYxMNnHF+BQe/mJ/ryVTIrQ0dDqJNqiOKUSwpbydvyzvjha+tq6c5HANl45LQSmXEis/dspNUZOtT4uWT7bX8OrC4dz50Z5Q7eDc/BguGpWAVinnuilprD7cTHnXIS9Kp0QhldJidVNmkfC3td2tHt7aWMFj8/P59JAD49z3SS35Nzq5iDj0IoRDX4IuBuv0J6gWMojWeYgNS8UaPwlbWA6Tyl6ifswDCOIVsOKR7g3qYpBHZbKgZBFGdyPVUVPJGDKUmz49Eqr1vXlaBmPTTfzt0hHHVBVOj9Qi/lrufschQtfX36lTyrC5fHx7oJHbZmbi9QejldOyo1B0tU0pSDBi0sjpcHjxi0G5+nGp4dSbXXj9AR7/5hBZ0XrWFDUzPj0SjUKCTCLQZvdQ3GhDLZcyIjmMwkQj5S12VhU1I5dKqOt08udlRdw2M4t/fl/Bh9eN4+/ryjhcb+GMwjjqO1y0291UtNlZMDqJlAgNzVY3Fa32Y0q0HxW/qWl3cMv0TP6yvCgUWT9/WAy/y7uciMPvdU/Qx9IhathR1clU90EMzlY47SnELX9HqN6EN3YkBwsfxt6u4ALnl7D/Xciagzj3Sao1+ZSRTFmbk3enl5PR+RrOuAk0qhcSaa5HWbGSuE2PMHP62ziSz0W3/5NQb2QECa6hl/P5e8FshXhDIje4LKA9tSIMPwoR3t3S2+nh9YtsKW9jZt7AIn9yqYRbZ2TyxDeHMTuDkc/RKSbOGBo34G1IBJEPt1Uzb0gMpw+Jo8Pu4a9rSmm3DzyS6kWGMPm3iHINquKv8JvScc18ApfMNOAoqN0TrCH/IR3Ok1Arby+Hr+8Gc1cKYFsZfHUbXPU1xA8b+DqDDJiadgcx+lMn1RcgQqugpn2wzvmnwhsI9ivfVtFBTqyOww1WpudEHbOH+Q+5dUYGle12VDIpLq9/QEaR3RPoYyD6AuIJa/l9ghzpmS/CxpegfgckjoOJd+BFTn9mcVqUljabmw67h6EJRvbUdKKQSkiP+vkMuPpOJ9+XtbKjsp2xqeFMyIj82dLTTVoFi3bXIREgXKugrevcff2U4yseD9I/J3T5CYJwfleq7w5BED4WBGHh0bGu8f6YBFwBzBQEYU/X/84A/iIIwn5BEPYBM4C7AURRPAh8AhwClgG3/s8q+4oifHN30DhV6GHDC9B0MPizjFlkmrq/qi5vgCe+OcS8obGsvW86r102EpvL2yvimR9voN3uYebz63jm28PUdfS98S8/2Nhn7LOdtaFo4vH3eqwhkbIWe8hAhaAXqN3h5d5P9/LB1mrGpoVz2bhkZBKB66ekUdPhIDdWz+7qjl5rhWnkaJUySpttnPfvw9zedAZrYq/lNc2NlFy8nudSXmfilxpu/OgwN29Qsm7Wlyysu5Dp67K41345nT4l1O2C2X+EEZfDuJvgjGcRFl1HzNanUO35J9krribXvB6dstuv8o91ZRyqt/DHJYewu/38ZlJK6GdKmYQrJqQg/spbLmRG67l9Znf9oyDA78/IJSdGx/j0cKraHIRp5Li8AZQ9rrfMaB0f3jCev186ggN1Fp75toi/rytDq5Sx7EAj07KjWLy3jve3VrPicBOBgMDvzgw2+P56Xz0vdaVRvr2xggazixcXDGNbeTDV0usX8fkDiGIw/fiznbXMyY+ltNnGvzdV8ux3R1h2oAmPP8DzK45Q3e6gss1Oflzf+uGZudGYnR7mDYnj/a1VIQMVYNHeJvalXN39YokMy5znufKTKg43WDGWfgU7/gmfXIGg0ML0h3FMepBorZybS28hZv9rwXklK6j2mXi52MR9i8uZp9xH/pb72Bs+j8vWG5n+fif3Su6ndMbfQRCI7djBP+uSaDx/ER3Db6Sz8Fqazv+cN+q6r7/Pij3Y+pWQGKQnx+yWchLz/QH4Zn9DyEAF2FHVgdU1cAMTUeRP5xSgUch4emkR722t5qF5eUQep87oWOhEG+qqtUg0JmwXfIBr7O1oNj6DXrSceHIXsUo3ebG9ZZbkUoHUk+lY1l7ebaAexW2B9rJjv36Q/5qadgdRp4iy71EitErqOgfb0PxUuLwBpFIJZqeXtzZU4PAE03hPZKRKBUiP0nGwzsJbGyooarSSEaXjBFqcZOrchGnkSCUCkTpF6P8zdO5+5wX8ftj5b9BHw+R7QB0Ge94jcIx2gD0JUyu4dXomNpePV1eX4vYFuHFaOnrVz5MOa3F6eXTxAe7/dB8fb6/l3k/38fjXh07uuXASZETq+P2ZeXj9Ik0WN76AyB/Oyv9ZjfBfOwOJpM7v8d8OYG6Pf4vAIo6DKIoboU8WJ/TTukYUxSeBJwewr/+/RKRDzpnQXoZ44DOESXcGDVapHBoPkCVWcNfsLP71fSVmp5fZeTHMyY8lQquguMHKlop2Lh6dhFwmkGTSsKu6g1dWlyCK8OaGCpQyCffOzUHwe4OHDbWJvFgDX1HfaxsF8YZeqZtur589tZ1sq2gnXKtgXFo4uXF6wrWKXkI6105O49MdvQ8x84bE8sDn3dHdj7bXcPO0DB6al0uTxcX3ZW202TwUxPeOCVw+PoXHFh8MGbxriltptnp4fm44L2618n25g4sKtPgCEB0dw00fF4Vuul8XWWhyVvGXyTfQ2mFhq2QcYRI/4/wKsry9DfWk3c+zcMhrvLa9+wbj9AbFgB76Yj8vXzycu+co8fkDSASBNpsb+a889UqrlHHjtAxm5ETRbHUTH6amqtXO7ppO0iK1tFjdtFrdnD0svs9ctUzCuiMtfLIjWD9c1ebgmW8P8/AZeTg9fp7vEvuyuX08910xT5wzhD9fMBSZRMLz3xWjlorcPFrPnmY/v//qAJeOTeb7rppAuTQoiNDh9DA9J5ov99Qxb0hsqNn4peOSeWVVCR0OL9F6FSOSTRxqsHLlhBQ+3l6DPyBy/sgEAqLIFeNTUMmlfLmnbxuPIqcR5bT30fk7cWhT+PigBrOzkWaLC3NiHlGsCH4vS76Dku8wjrgCfeJYBGv3Wt7YkfyjMZdFu+u5criRxN3Pc2TU77lyqav7Oj3YRrstkTcyz8ahS0EhVzD+PRuJptORCALV2xzcOUuBSi7B5Q2QG6NBpRoUExkIBo2CqyamsvvjPaExmURganbUgNcQCHCwvq8hWNM+8AO0Wi6ltMlKZrQOtVyKQS2nvMXGmNSBR8Odfimm758HrwPFrn+GxmXWWmDcgNYwqQSenxTgd1v07K6zEmdU8fRMI2nSFiBngL+MCaSKoJhfTzSDrRB+LmraHcfMbPk1E6FThLQ1Bvnv8QfgH2vLyAyXc+sYPZvrPby1oZznLuq/5EClkHH7f3bS0tVHfEt5O9Vt+3jtBCUTUXTw1oJMtjUEqG53kBKhYVysQITY2e88WcANpV3dJIu+6R4fd1u/8+o6HNz8/q5Qv/NNZW3c9sFuFt08kdifIbpZ1mJjxaHmXmPfHmjkpukZP0sHCLlMwiVjkxiZbKLBHBQUy47RIz+Rt2CQ43JCI1UUxd8MZCFBEB4SRfHp/35LvxCUejjtaShfDeNvhUXXhVL/xOSJ7LMaWHWoiQ+vH4dKLiXOqEatkPLB1ioe/uIAfzgrjxdXlBAQRS4fn9JLOhyCBuKtQ3yod74RrJeLyOKqqb/jy1g9RV1CMmEaOZeMTe6VJrm+pJXr/7Mj9O8ovZJPbxjP61eM4uu99RxptjE6xYQ/IJJo0lDaJZdtUMuOWVuyeG89D83LJcGk5u3vK/EHROLD1ETplaEbolwi9IrIQrCG1d9mYWhEJA/FV5B04O8gSFic+l4fr+C+OjN7vEO4e+k+IFjHG6lT8NGEp8nccFf3C30uepZmyKUC8h4G+p7aTmQSgQP1FsamhiOVCJi0v/5Dg04pY2RKOFaXlz98eYAv93Q7MhaMTuQPZ+ahV/f+O1S22lm8t77XayFYM5IYpuKFlSX8kIMNZpQyCQaVnLuHw8SmDzCWrsIRPZJ9s29mqysYqZ03JIaCeANjUk1UtDpQSCW4vP5eaUVKmYQOR9DZsPxgI9dNSUMUoc3m4unzhyKXCLy2vhytUsZTS4sYkRzGlKxINpT0FqURkXDZdwKiaGJihhyPL3hN1ptd7DHOZI7uo+66GW0UYtZcqiRJeE7/mJTqz1E6Gmka9wif/ztoqKtlInhdVARicft6p1xuqrJRf+bZxMfGsW9LMJugZw3tlvI2hiWGcajewnWT00/YUmqQblIi1Dx30TC+3lePTinjzKFxxBkHHpXyBWBSRkSf6/lYytXHw+oRkcuk/LmHAFtCmJphSWEDXiMg+iHQ10vv8ov9CpH0pFGeiNGxkXeiNtOSNw69oxpFrZnquPv7VfjsRcxQmPZA7xYRY6+HmCEDXWGQk6S6w0G07tRK943UKU/JmtSfC7vHx/NTZYysehNdySauT5jKtqFXnzD9trbDGTqPHaXe7KKu00lhP/evEhJ5b2clX+7v7lSxYHgUC8elMqKf9/P4/Bwr9un1+fq9z5U2mUMGas99ljaZfxYj9VhlYAC+E2Uf/heo5TKGJYWd1HNjkOPzU6p6XAScOkYqgCkZRl2Nx+UgsPALJG1HEFRh1Kmz2FWj5qEzw8mI1uHxBlArpNR3Onnm26A4yIfbqvjzBUOp63CiOkZx+9kFJlTrn+wWdLG3oP5kAZ9f/g0brdkEAiK5sXrSorrTwswOD88s61023GJ1s6umk/NHJpIarubpb4t5a0MFTq+fB07PocPhYW+tGVGEpGMc6GINKvbWdjJ/WDwvLRhGndmFLyBy35xsGiwuRBGyYvp2AFTJJWhcdVwZ1Yn2m9+GxiMdFfwwuH7GkFjeWF/Ra6zV5mFXIJNMqTwoTAXYx9zO2kPBg79JI+fGaRm816OWLVyjYE9NOx5fgE1lrTxx7hA0iv894Zqfi7IWe59D+ic7arlqQioFCb0fHfvrzFS3O4k2KPtEmwxqBQkmDUeabL3GU8K1DE8yYutsZdr2R5E37gZAU/Ed45t3E33eEhIvGoZCJkEhk6BRyMiN1TMnP5rUCA0Oj59ovZJmq7uPAffWhgqi9UqevaCQ+xfto8Xq5vSCWEYkBVVW8+MNVLU5aLN5ONRgQaOQ8tvTcgiIcNesLBweP//ZXMVD83LZURU0IG9b6eKxyW9xdmQdWlsVxA7DV7WVVM9afPnnIe+IgvwzUB/+hBjDTGo7nHx22MWV425CL/Hyw+tUr5RhjRnHXZsaiDP2/a6kRGgYnWLid2fmUXiK9en9b/D4/Ly0soTN5e2cMzwei8PLze/v4sHTc8mMHliOq0ouYXhSGPVmF9sq2lHKJCwcm4zyJDIpFNIA72+t7jVW1+mkw95/6ltPfOpo7IVXo939Zo/NheE1DTACCtR0OHh8TzK/HRZPtK+eGsMIPqoOY3xLgIyBConKlTDqGogbFhQN08dD/Ag4gbDJID+eug4n+XED1l/+VaBRSBFFEavL+7OlbJ5KFOgcxH93BxJz8FyjK/mCaW37qT+v/86PBmXfc45EAL2q//NPp0vSy0AF+GRPC/NHpvU7T60zQXR+SIMFgLjhqLT9X/8GSd97qSCA/hjjPwVpkVoK4g29smyGJYaRFjnQrtWD/P/mpzzBn7Id7JUqDTvkQ9hoi6WjyUNGtI6CeBUauZSb39tJdbuTy8enMD4tHIfHjyDApWNTuevjPXj9IjdMTSc1QkNlWzC9VSYRuKlQhvDuD7KiPXa0bQc5bcSxfVwefwCLo6/ghs8vsqemg8P1FlIjtZw1LI6DdRaq2xxcOSEFlUKKCRtx5p28ZwqnqqMrQioVuGVGBjKJwNPfHObGaRlkq2Tsru7kH+vKqGwL1uA8Nj+fGTnRrCnuTqt4YJKRlPZPEWqaeu0lp20Fs7MuZGVJ903jtCGxbK1o77NvizwKZ/a5qM2ltOVdzt/rs8iK0TMxM5IxKSYe+Hx/SDE5zqgiP95AXJiK/DgDCWHq4/as+rXi9h3b2+o6xrjL62fp/gbump3NM98eDkU5h8YbiQ9TMycvGpVMIKurz+y+2k4i9QoO1Fu4MK4zZKCGsLcgtpZw75dBh0tGlJYnzh2CViljUmYU+XFGdlV3cMesLHZXd1DX4eTCkYl8tqu7VdGC0UlsrWjjLxcU0unwsqm0lQ2lrcwvjOfad7YTEIMOjTn5MRQmGHhk8aFQPVRyuIYnzxtCo8XFS+fn8P6OBlQySNT5kW/5K7QehGkPIGkt4uvMx5jhrERetw3kKiIO/IvHJp/G9d86abN7eLWpkBuHCszOFFhZag3t747ZWexu9LLycAu/PS2HMI2czq5osE4pIzNaz28/38+71479cR/gKYovINJq8+DxBfh0R/f10OH09DOrN05PgPgwNQvHJHL95DRkUgl7qjuINw48sqUJOLA4+0ZBRf/A65fMDhcf+c/iwgmJJFQuwhKWx8GEBbS265jf/7kvhE4po90lcPkyH8GObyAIds4ad5L1jtpwyJpzcnMG+dHUdbqIPMXSfQVBIFKvpNHsGjRSfwK09uqQgXoUaXspOns1kHrceZE6BZePS+a9Hk62qyemEqnt/zMJHEezIyD2H2mUmKsg/2xIGAUNeyB+JOiikVpqIGH4ceelyju4fpSBN3d2n/9uHm0gVd4OpBx33o8lQqfklUtG8NmuWtYVtzAjN5oLRiYQfgpk2P1a+CmN1F+3Qs0JGJlsQi4VeGllCe9srkIQ4MyhcZg0ClYXtfDY4oM8ee4QFoxJoqzZxsrDTXj9wT/Z2xsruHpiKplROhQyCdkxOiJldX37sEKwP+txiNKruGZyaq90NalEIC1Sy6VvbuWayWn8dXUpyeGarrYeVhJMGvQqKRKJg7TOEt4drueAbAhOUUZOuJSATk6rzcvdc7N5aNF+ylrsKGUS7pyVhV4to6HTxT2f7OXSccm8MGwYlW0O0iM0zPCuQVJRBBGZvfYYcfDf/O60GYzNKkQmEfAFAny8vYazhsXzxvry0OskAiRFGnnTey8ZWUqcARmj8uUcbrCglElZtKuOy8Yn4/UHiNQpkUsklLfYCNcpyY8/tbzZR0mL1PZydgDkxepJO4bKX26cAa8/wMfbq7l3bg4ur5/saB1j0sIJ1yqQCAKdDi+vrCpFIsDCscmYNHK+3lvP3Cg5YRJpn/6jDY5g1GpcWjhDEoxc9c/tePwBcmP1PH3+UL7cU4dcIuHs4XE0dDoZkhDGhIxwWm0eYgxKIrQK6s0uihutCILA2PRwPtxaxfelraHvypJ9DcwvjOOb/Q29BDuq2x3Y3T78AZGRkT7mxX6EYK5BsWpDsCY1Oh86q7HkX0q0tRrdskuD46lTwGNj6t77+eL0BynxRGBQgD8qh+umBZg3wku92YVEEFi6r4G8OANnF8bx1sZyHj9nCGanF18gQE6Mnrc3lDExPQytvH/Z/0F6o1HIuHZyGvd8srfX+Iyc6AGvoVfJiNDK+duaUvbWmpFJBK6cmNqrXv9EqOUCV48y8bfN3SnlCqmEgrCBG6kBiZy397v5XF3IhYUzOdTkYtnXLbx00cAjurEGNXfNyuLPy4ppsblRySXcMj2TGMOpJcrzS8IfEGmxuojQnnqfUYRWSb3ZFXJoDvLj8UuP7VQLHGf8KDa3j1l5MSSY1NjcfvQqKXmxBuye/o1NvUpOWoSGih5nhqxoHTrlCYxbdTiStc8EVX2z5kL5Otj1DoGrlvarxmpUK7hF/g3TTp9OnUdDosJOvnkpRs2V/b5fTzx+PwrpwJ+xGdE6fntaDrfPzEQtlx6zi8Ag/7sMRlJ/IiQSgY2lbawpDjYzFkX4el8Dt8/MRCmT4PYF+PPyIj69cQIH6iy8vr5bZdEfEHl7YwXXTU7j92flBwcDBph6H6x8rPtN4kcG07f64fyRiShlUt7ZXEmMQcVds7JosrhwePxIhOChq7rdQbPVxX1zc3j626JQ3v6I+An8LW0zZ2w+L/g7JI5lUeHrJEQYeO67Ysq66lfdvgB/WV7Mm1eO4us99Tw6v4C9tR28t6WKuQWxhGsVVLnyKMidj1QbBUeWg6+rbkWho86ro8niYtGu2lBdol4l58ap6Sw/2EikVsodY3QMUZSzvFXBC6uCxmuMQcl1k9N5cml3SvOQeAPXT0nnP1uq2FnVwZ/OKfhxH+CvgGi9itevGMXbGyv4vrSNadlRXDYumWZbUGUu2tD9oCuIM/DuteN4ZVUJi/fWc8+cbNYVt/DP7yu5emIK5a32UJ/fgAjvb60mWq8kJ9bAHrsKzbBbidz9Smg9d/ZZfFmrB2xMyYriue+6HSVFjVZeWHEEUYQjTVZ2VqnJi9Pz5Z56vtjdLWB07eQ04o0qnu5KidcrZdw5JwuFpPdjL0yjoNXWNz2oweximr6e5E+vhUl3gs8GhgTEpHGQOJYKl4blTclcJHSJKQF4HRCWgqLtMMPXXMVwIHDWS0hW/JmIjHOwKsZy73fd0b3dNZ08ed4QRqeG89jig7TZPaSGK/nbFA+vK98H0QyOG8E9PVi3PsiAmJETzeuXjaSy3YFUIpAfp2fESdT06FQy3ltezd5aMxCMzv5zYwXDEo2MGKCD3uxXcmmuFJ3EyAeHPSQbpNwxQkakZuAHIlGQ8uhZBZQ0W1lT1k5SuIYnzikgXDvwiG6z1c1jSw5x4ahEdCoZgYDIJztqGBJvIPcUSyf9pdBidaNTyk6pHqlHMWnkNJoHxZN+CqyaZNRDLkN74P3QmG3YNVg0SfSXqC8icOsHu3D0qF01qGS8fXX/nZU9Xi+Pnl3Aop217KzuZExaOOcOj8ft7ZuR1xOHKEd3zt+gbieUr4G4ETD6GhwBKf0l0h50RdIaMY+R9R8yuX4j5oSp7Ii9hFhnOCc6uVW22NhbZ6bF6iZGr6QwMYyUyIGp5gqCcEqVfv2aGPCnJghChCiKbf285NOfYD+/WFxeP98eaOgzfqTJRlK4htJmG1qFjEidkvnD4qjpcHCkqbc4zYjksO5/SCQwbGEwEtm4HwwJkDg62JS9H2IMKq6ZnMYFIxOQd9UFbixpIS9Oj9Pj59652by9sYKLxyTx1Z76XoXlu+ud7B8ynqM6sC25l2HQathT08m2io4+71XX4eKO2Vnc+sHuUNrjrupOrpucxk2mQ0h3/gtyzoL5r+C2ttDslFAky+G+NX7un6Okw+FFr5SRFqVlfUkLEkHgzTNN5B16Ec23y0AMcNnM91nUFWBpsrjZXN7KSxcPZ3+dmWSTmtRILY8tOUhFa9ATuP5IC1dOSO3/w/oVkxNr4MnzhmJ1+ajvdHLrh7uobHUQY1Dy/EXDmJQZiSAISCQC49MjGJYYRlWbnYvf2BJq3xF7UMWRJmuftSvbHOyu7iAtMoOnOmfym+nDiHKWIYvMxBFVyOevHyEpXH3MVKFNZW08eHouuzUd7KzqYExqOEWNFtIjtaFevP/ZXMkLC4aH5ji9fiI0CvbVmjmrMI6v9wW/X0X1nVwyMpbXNnaLjQkCxOiV5Nd8BM52WPkoxA2H9GnYcy7knUojf9vUzNx88EX2qCfd/DeYeDvItYAImggkh76Cyg2YKjcwevRdZEROo6y1+xBW1GAlSqegrUst+9kJPgpWXA6mVJCp4dMr4KJ3IP+cH/kpnnrYPD6+PdjIV3vrkUsk3DI9g9w4Q6+2Sf1R3+liY2nfx1NxY9/r+HgopBI0LXu5OVZkYVIMStGNuv0wda4zBryGSiZlT00H724Jpt3trulkfUkLb10+fMBryKUCbp+fr/fVMyUrioP1Zmo7nKEex4P871HX6Tzl2s8cxaQdVPj9qai2SbEMuZP41LkoOkvxmLKo0+RjtQr0Vy3QbHXj8PgxquWkRGiobLNjcfr6iCn9EK1Swu++KkKrkHLu8Hi2VLTx4oojPHF2br/zFEoVbHszmOoLwRaCDftQnPFiv/PqrH5u+sbGxLTLmTnkRlaU2di6y8KbVwT6NVI77G42lbfxtzVl1HU6STSpuW1GJkaNnLBTrKzrVONkXAtbBEHYA/wL+Fb8QQNKURSf+ik39ktDKZMwPi2CA3W92yCkRGj4vjSYPvbgvFwidEqsLi8Wp5drJ6fx1Z46NAoZ10xKZV+tGb1Kzpg0E2q5DPSxkDc/+L9+aLd7sDi9RGgV6NXBNA2jRoEoiuyu6mDZwUaSwzUMSTBidni5fFwyu2s6mZgRwagUE//eVBlayyxqQB9L/dCb2SkdxR+/2M/EjMiu9ODeqcdGtYz6TlfIQD3Ku1uquOCykaiNWWw3zmfRXgW5MVmkxETxwqoypJIAhZHw+0k65ioPENO0ntbMsaxnFJrOYjSlX4Mhnvq8a9Fr1EzP0bC2OPg3XF3UQn68kSONFvLi9Hy0vYZhiSYuHZfCG+vLGZ5kwuX19+pBe6ohl0pwe/1c8+/tISW9JoubG97dyde3TyY9SofD46PZ4karlFLeau/VX7Ki1U5urCEUOT9KfJiapfsbaHd4iIyKZbUvgcTocWyvaCey3c9bV45m+cFGDOq+qUL5cXpsbi/j0yO4cFQCbq9IaoQWuVTCwnHJvL2hgkaLC7e32xN8WkEsb22s4GC9hbn50fx14QgEATLVNjR1G2HyaD7a1UikTsl1U9LotFjRW7odP163g10R5/L5Hg12v8g9c7JJCdewp6mA09UmcHYEFbk3vkjHeR+yzZ3MFwfMZBhzOGvG5eR9fwemPa9x9ajZ/GFd9yEsNULDtspglDlaryTN3tXjt2FvMDJbeDEULQ3WA/aTnj9IN4t311PUaOXmaRl4/AE+2VFDfryBuQWxA5qvUQjkxxtYd6Sl13hS+MAVI5WedgSvg2/lM1h20E6SQcoZ6Vkk2EqA/ls5HMXntvHx9lomZ0YyPDmMdpuHJXvraWrrhPSBpS8nh2t47fKRlLc6+L60lVm50dw/N4fs2EGxj/9VGsxOInSnqJGqUVDfOajw+1Mgk8u4Y1EdZw/PQ60owNEWYMmqGp65oP8WNCaNnBumpBEAjjRauWRMMoGASJim/7TdFoub8ekRCEJQTHFUSjhef4CWY2Qq9dqnrbHbQD1K3XZk9kZg6HHnGRQCf5qqZaZ0B9EN33Na2mRWJw1Hd4Jy5vIWO88sK8LiDEZ4azucPLOsiJwYPSNS+jdSa9odrC5qYv2RVqZlRzEjN5qk8MHn8i+FkzFSs4HZwDXAK4IgfAL8WxTFIz/Lzn5hCILAgjFJfHeokeoutdTrJ6cxMjmMZJOarBg9QxKCqVp6lZwYg4p/fV/J4+cMYVVRE899dwSb28fr68t544pRAz6cba1o4+GuWtFRKSb+dE5BqI/pvlozF7+xBU+X3Pbyg008dnY+f11ThscfYE1xCxMyIpiTH8OKQ00IAsiNsTyf9hYfbXNz8VgFrTYPyw828uC8XJ5bXhxqNXNWYRxGtfyYNzOJINAsRFKZ/xg3L2kGHCw+1EmYupX3rh2LCGj9ZhaK31IlH86R2CuJljmY3/4pKm0GtpyL+ML0G57dYsPhcTJ/mIkrxqfw7pYqJmZEcLCukzML47nv032h9/z2QAMPn5EbjLaWtTEjd+D1bL9GGsyuPlLvDo+f2g4nARGeWnqI1UUtxBlV3H9ab+XRokYr549MYHd1B/Vd7QVGJIVhc/tINKmJ1ilZsqeOMwrjsbh8oTrWWz/YjcPjZ96QWE4riGH5waBolkEl4/yRiTz5zWEEAZ44d0ivfrzfHmjgvrk5vL+1iiNNVlIiNJw/MpFwjZycWD25sXqSI7Q8svggnQ4PZxXGMzltGit21PD4OQV8d7CJxxYf5I0rRmFXXYq2fhcAu0c+zSXfuBHFoINj6YFG3r12LO64AqrP/hRt7UaM/lZkEel80RjBn9ZUhfa7ISKGF8c9QcbWP/SKYI1MNpERrcXm8bP8YBMBUcQYnwlf3djdk7LoG5j3LPRbnTPIUWwuL26fn6snptJgdqKWy7lnTjY17Y4TT+7C5xO5dnIqB+rMoQj3lKxI0geYDgag1Wj4lKk88kW3cMm7u+R8dtlwBppkKxNE7p6TxcbSVpbsrUchlXD7rCw0ioFLNri8fpYdaOLTncE087XFLaREaHjrytFE60+tFie/FBo6XZhO0YhOuEZxzMybQU4enz/A/OEJvLWhnBiDiiarmxunpuM/QcuUKK2c3TWdbK8MZrytL2llclYkC0Yl9jsvXK9id3U1u6q7541PD+fswph+50lkctzRwyktuINOWQQmXwsZB15GKe3fpMjW2hnT+Bzy6g0AJJV/x6VpszAPf7bfeW12T8hAPUqnwxu61x+PToeHBxft4/uuLJtVRc1MK2rilYUjMR7DmT7I/x4DNlK7IqcrgBWCIMwA3gNuEQRhL/CgKIqbf6Y9/mLIjtHzyY0TKG22oZJJ+eemSt58L3hg1illvHPNWEalmIBg/72zhsWxoaSVz3bW9VrnzQ3lTMuOOm6q26F6M2uKW2ixuokPU4WihjurOrj1g118duNEIvVK1h1pCRmoR1m8p54JGRGhiMPmsjbump3F/loz95+Wwz/Wl4VajwjAafkxpERq2VzaxlUTU5FKBLKidehVMg7VW0iL0hJrUIVUdgEuHZdMg8XFezt7pwB1Or0sPdCIXCpwUXwLy7Tzuf+7TgIijE2M4G+T5qGtXYU8KpM4mQt/QMQXEPlidx1XTUzlolGJzC2IweL08a9NvVvWuH0BGswuPt5Rw56aTiZlRpzS6XFhGnmoFvooggBGjZzHvz4U+vwbzC6UMgkxBiVNlm6jtsXq5tGz87G5fLTZPRyst1DUYOHR+QX8btF+FoxN4qWVJaF08TtmZpARpWN/nZlvDzQyPTuKh8/IJUwtp7LNwYsrj+ALiEzKjOil4Arg9Ys0Wlz8+fxCdtd2snBMMs9+Vxxa+7mLCns5JBbvrUcmFQjXKTjcYGXJvgYMahmxRjVa/TgYcz3U7eDjSjWi2P07iSJ8sr2WR+fnE6GLoSIyj9r6YmKaNvDyFjNyqcCzMzSM9u1Ca6tCEjYF3+nPopOlctfsSORSgZwYPcOTTETpVMgkAp/urEHavL/bQD3Kgc9gxBU/zYf5K0cll5IXZ+DRxQdDjpWCeAP3zR142xaZTMLBOjPPXlhIk9WNSibBoJZT1eZgXPrA1mhxCby0sXfjd7PTy6E2L1mZx5n0A7R6E6LzEL/PrCKu5Xus+jS2u0V02v7T53pS3Gjl8129vyNVbQ4ONVgGxWn+R6ntcBBxiiqGmrQKGgd7pf4kSASBBKGVTfOaUTfuxBE7mq+tegTB1O+8OosnZKAeZWNJKw0WF9lxx2/j5fKJIQP1KFvK23H7+peYcepSKJn0HLqWPSQ0raYtfCRHJr9Eli6M/txoendjyEA9irxiFXp3E/TTBTo+TIVUIvQqT5NLBeLC+nfalbfYQwbqUdYdaaWi1c7wn7GPqd3jo9PhJUwjRztYC/tfcVI1qcDlwBVAE3A7sBgYTrAedYAC+79uYo1qYo1qVhc1sXR/d42qze3jyW8O8c41Y0GEl1aVEKEN9n/8IT6/iNPrP6aRWtRg4eLXt2B1d3uVHpqXS2mzDbcvQGWrg7pOJ5F65TEbGfsDIj8UN0uP1PKPy0Zi0sq5eEwSFqePDruHxDA1m0pbWXukhfHp4QxLCqOuw0GsUcXeGjPRBhVVbQ7unpPFoQYrXp+fSZmReP0iepWUi8ckMcfuZU1xC3tqOoFgNG9mshybIobfrS0Fgu1jnhnWTNRXNwKgBGarTTw3/V/c/F13rekT5xbwxvpyzhwax7GU0x1uP3qlDJ//lBaaBiA1QsufzhnCA593G3f3zslGr5T1SYksa7Zz6dhk2h1eGjqdFMQbKG60IpUIrCtu4fdn5ZNk0uANBFh2oJ4zh8Xx2tqyXtfXq2vKuGt2NvvrgsI1a4+0UNZq44Yp6fx9bbdImEQQOFZ/ba8/QEAUUUoFXlpZGlpbIZVQ8oN+rQCri5r511Vj+GhHNXfOyuS0gliyo3Ww7AMoWwVjrsNf3vf25gsEuPfTPYxLi+DCUYnIk3JxhUcT+P4Qf5ikZf6+25BaumT8D/wbz6wnmJxQxwglSI0JxMQGMxzCNApiDSpGJZugZEXfXyjgA58TFD99g/JfG06Pj6UHGnpF/g/WWyhqtAw4I8LtC/DxjlpUcikzcqKxun18va+eO6enDngf0oA/1JLBqJbj8vpx+wIEjtMQ/lhYnR4ukKwlZu0TAIQB8aY0KpPfAwaWHeMLiMeUyj+ZfXRNgLYSsNSBLjaobyA7NQ2pn5u6TidDTlFV+XCtgibLoJH6UxApdzKu6VUUpd8CoNr3DhfnnkeZ/Ml+53mO037uh0GKH2J3H3ue4wTCSW1ugYw9z6OtCO4zjPewZp5Dm+lREvqZJ0iOHTgQTqDWmx2j54HTc3hqaVFo7KF5uWSfwGknHqfFzvHGfwoO1Jl55tsitlW0My49nAfn5YayGwc5eU7GxN8MvAucK4piTzfvDkEQXvtpt/XLp2dU6igH6y1YXT6idEqyY3Qs3d/IzNzoPh6i80cmoDtGc2aArRXtvQxUCEaWpmZHseJQE0qZJNTAeXpOFH9bU4qvx9rzh8fzbI8WNaNTTHx7oJH0KC07KjtC/UqzY3TEGFXsrO4Egt6n2g4XT5xbwAOf76eiS+xmbFo410xKZUi8AZfXz7++ryAjWk9Jk4UZuTF8urOWqVlRqOVSdlZ1EGtQEaXxs6tVykW5KhbGN5Go6US/49Xev6izgwJ/MQppCh5/gKxIFfWdThaMTsKo6tuyQquQMqcghrx4Awkn8K6dCkgkAucOjyc/zkBNl2MhJ0aPzR28/nqmabv9AT7cVo1EgEidktVFzdwwNZ0xqWGEqeVc+c9t+AMiSpmEP55dQLPVFUr7PoooBlOVenLeiASi9EoidcG0cYCt5e08dnZBL++tVCKQZNLwny1VXD8lnawYHbu6rjtvIIDmGN+FlHANle12LhqVRHqklnCdErwuqN4M7eWw/GEunr2Irw4E92ZQyXh+mpzxsm24HA7MxtEcrJQwsu1rJGlTuW2sgdHqim4DtQvF98+yefqn5ERIMdasolY6n4gwHc0WN/d+soeiRhs7LhiDSiILGqZHKbwEFINRr4EQEINiVD+kqm3g6b7hMje3j9Zw7/JWirrEkpQyCaMiBt4+Jlwr4fG5cSR4Kom3bMelimQ3eWRFD7wWNMZfj25nb/EQaUcFMc5SYMiA1tAqJMwvjGfx3vrQWEKY+oRRgz4UfQ2LrgOfGyRSOPPFoBjfoKH6k9NgdjEtO+r/9zb+v6BXyXB6/ae8FsRPQaK/DkXpt7gTJmCJGoWxeRvKoi9IGnsr9GP+JYapGZ4UFgoGAIxNM52wT7RJI2dYojGkig4wJtWEQdW/aaB11IUM1KPoS7/CO+YG+ouINsuTiIobg7Jhe2jMlTCJFlkiSf28n0Im5YrxKYxNDafB7CI+TE1OrA65tP+SmvQoHaNTTOyo6j5vTEiPIO0kykBOhgazk+ve2RHKLNxQ0kpZ8w6+uHUSMYbBc+mP4WSM1JwfiiUdRRTFP/9E+/nVEHeMm8P07CgidArkMgk3TM1gXXEL726p4uEzctlW0Y7bG2BiZgQjksOQHefL5/T29Xy5vH6UXdL3vzszj9SuvpiFiWF8dMN4/rO5CrPTy4T0CGQCXDI2mcMNFoYlGJmZF02j2UW7wxMyUCGoSlzd7iDRpKa2I5i2W9Zio6rNETJQJ2REMC4tHLvbR4xeSVGjlTCNgtWHmxmeHIZCKuG8EQm8urqUlxYM5eYJ0dy/pJy0uUl4vR7uVS8hbN3bwYOTt++BVBpwIZGARirl5nwPHxdX89F+M3fMyGTukBheuWQ4i3bVkRqpYWSyiT8vK6Ld5mHe0DhkEoGJmafmoeEoSrmUoYlGhiZ2e/G0ShmPn1vAze/vCkWjqxqa+NeZer6uEDjQFuCxswsYlmjE7PTyl+XFocin2xfgqaWHeeLcIX3SgxVSCVNS1FQVxtFq9zAhI4IdlR2o5FKumZRGRaud6nYHo1JMWF0eXr5kOJ/vrEWtkDI2LRy5NBjev/m9XRQmGXn4jDyeW16Mxx+g0+FhaIKB/V2iZAqphJumZbC1op2/LCsmWq/k9plZaBRS9BNfJqZpA3VCNBpcfHZxPG/v93JTnpvCFZeC24IeiJLIMF3wGdVRs8hq2cOFzh3II0f2/SP6XNR2euhQpGL3RbBheSmROiXJJg07qjoRBFjTEcXpp/8ZoWIteOyQPgO0keB3gWyw7uVEyKUSZudHU/IDYbajpREDQRLwMafjYz5YeD1HbEq0coE8eRPpli1wwuYGQeqcSmbKD6Nddn1oLCUshaqUDwa8Dyn+oFH4QwIDN5ZlUinTsiPJidWz7kgLBXEGxqaH4/X1HxXpRXsFfHVL914Cfvjm7qBCfMyp26br56LJ4iL8FOyRCsHsmKPR1JRj9OQeZOD4fV6KZv2Lv5dHsvmAhynJp3HjrGZivP3fPzocXiZlRDAsKYzDDRYK4g2oZBI6nf3PkwAPnZHLmqIWdtd0Mio5jGk50QgnCDRqJMdeVyP0/36NPg2SKX8ktu47JLXbCCSOoy1uDs0+db9GKoBaIWN4sonhJ3hdT0xaBc9dNIxlBxpZXdzMzNxo5g2J/dkUgavbHL1K3wDqzS6q2hyDRuqP5IRGqiAISyCYfXSsJriiKJ7902/rl4/X5w/279xcidsXYEiCgfEZEdhdPpQ6KcOTwvjqzADFNkBm5+ZxEdjNrcSIpWQmHN8TNS4tvE/k9eqJqZi0Cq6ZlEZunB5JVwN7qURgdGo4FpcPiSCyr86CxeonLUKD0+0jJVLD/Z/tQ6OQHtOzdKjeQkaULmSkyiQCFlfwJnTByARsbj8vrQyqqf7t0hG8u7WKmi7RqBWHmihttnHHrGCfWL0swBBVE1eOT8ItKIj3lxO2/5/BNyr5DkZeBRtf6H5zqRxF6lgeMcYTrVMgeOsIyIK/s0Ej55b3d1Pf6aQwMYwRySbu+nhPyJh6e2MFUkFgaEJYSO34VEUURWwuHxqlDGnXdTEzN4avrkijvK6RcJmb/NYviVz8NoazPuYVbzRPLT2M0+vnuQsLCYjBqHpGlI4D9WZq2p34AyKPzM/nya8PU292YdLIeXa6mpjmDRxuTMSglvPqqlI8/gBDE438dXUpyeEaYo0q3tlUid3j553fjMHq8tFq82BQW9lV1RFSE151uJniRisXj0liyb56YvQq7piVxaF6Cwa1HFEU2Vzexn82BwVuGswubnxvJ/fOycbuUbOpdAS7a4Ke4TPzXTwyXoGxagO4eyhvB3xod/6DqqHP4Q6fQ0pDKQZXQ7C3qbs7qtc+5Fr+c8jHZJ+VD7ZWMzU7inCtgt01Hdw1O4uAKHLYA1JjPKNHDUeKH7m7Hc3hRZB71v/Rp/zLRiYVGJ4YxvTsKNYeaUEqEVg4JolI3cAPEm0BHZ6CG3j0m0ZKmu0IAlw+KpZrhk8acB2KUbCjXfdYrzGhs4pI62EGGgVtksURVnAVYfvf7h5UGWnTZPbbP7AnKRFaDjdaWFvcTF6cgdIWK7FGFWcMHVi6MAD2ll7XMRA0VK2Ng0bqT4zHFwjWn53Cz5pwbdBpOWik/ne0aLO5/isvNR3B7+6iQ272NYfz2sIMwvqZZ3F5+dvaMqJ0StKitCzZW0+rzUPhCeou5TIpd324C5cnQFqUlk931vLdwSZevmRYv/MUaj1E50Fzd896YgtRqvv//PP1DlRf3YLE64CITCR73iO26GtMly3pd95/Q2qklhumpnPF+GTUClnofPxzoFX0zSQQBNAoBkUUfywDiaQ+97Pv4ldGWbONgw1WVhxq5NrJaUglAmUtNl5acYTTh8TSZnNT3+lEp49m3uZrkXRWdk8+4/l+1y5MDOP968bxxrpyWu1ufjMxlRm50SHPUJvNTVmzDZ1SRkqEFolEwKSR89jig71SOn53Zh7riluo7XCilkuZnRdDsNS4m/Hp4b1Szm6anoHXF0AuFUgK14QMVAC7xx8yUI9S0WpHAiyd00HalmtAIufKsbdTqh+NKiAQCuU52qD1CEy9H0pW4NdGYx55K8vb42ixeVhzpJWVh5v53Rl5/C42AqkgcFpBLF/uqeNwg4UDdZY+dY6L99Zz+fjkU9JIretw0mZ3IxUEluyrZ8WhZiZmhHP5+FRyYvUoZBIKlc0Ufn9eaI4nfhyvFBn4okev34ZOFw+ensOBegtKmZQ7uqKVbq+fJrOLu2ZnUdXupDBSYEjbUjS+TjTyRHb2SK1RdYlXVbc7qO5Sa82J0dNgdpESoeHLPfXMzo/u0+6mtsPJ2LRwFDIJb24o54zCWNIidIRrFZidXr7ZV9/r9UdrrTsdnpCBCvDNoXZOy8viDFc7P0ThbGHxnmrOHZ1OIPUi1LYtqM94Ac/hZag6iqlLu5CP7SMobrYzf7gCp9fP8oONFCbkcFZhPA8t2o/F5SMvWsWZ420Yd7+B4LbiGHUj9vF3oh1MqxwQXr/Iy6tKidQpuGNWJgER1hQ1o5RLmJHbv8rkUZRSgb/ucpIRrWfe0DgCIqw81MSYzNgBG6mSgBdc5j7jomfgPSDdPpFvDBcxfVw8CZVfYA3L5UDSpTj8MaQMcA21QsrYlHCidEra7R6mZ0eRGqklKfwkDAB9LBxts3QUqSLYb3uQn5RmqwuTVvGzHn7/1zFp5IN1qT8B5Wao6ej9dyxtdVJphsx+vrpxRhUquYQWmztUyqNTyog7QfSuwezC6vJx/ogENEoZ+XEGFu2updHi7tctJ9pbEPLPhfgRUL8HEkaCIR7R3kZ/3wJNexEgcGTW2zQRTqzYRta629B0HIbwuH73+mMpbQ46mNcdaWF6TjQLxyaTeRIlHCeDXxS5YGQCn+/qFkO9aFTiMfVhBhkYJzRSRVFcByAIwp2iKL7c82eCINwJrPuZ9vaLZUt5G3KphLpOZy/RmNtmZmJzernp/V2UtdhRySU8MuOfnFfyIOqGbcHIS/bcfteWSgTGp0cwMjmMgEivGpBDDRbu+HAXpc3BtX9/Zj4XjEygzebuZaACvL6ujLMKgzcFp9dPh8PDrLxoVh0OqluOSjExMsVEQbyBVpuHgCiy7kgLY1LDmZkTFTI4jtJ2nL5asXI7GWtuDv1bX7sF5ex36TTmEogdhqSxq6606GsCzUeoO/t9Pi3yYi4ReW/rYfwBkbFp4dwyPZMPt1dz1tA4Xl5Vil4p4+bpGXy2sxalvK+XKlwrP+VaAohdn9HdH+9hYkYkdZ3OUI1KWYuNdUdaeP2K0eTFGSB+OEx7ADY8BwE/nWlnsH5Lb0PREwjw0fY6ZufHUNXm4P7P9iEIcO7weHQqGQqplLc3BlWWo/RDmJSs5rqpqTy9tIh6swu5VEApk3DbzExeX1eG1y8Sa1Dx29NzEEURly/AvXOzST5Oz7JAQOTtjRVMzYpEIkh4+tvDeP0ihQkGbpuZxR+XHOr1+kidkq/3NfRZ55siK3lZM8jizV7jVVlXsn6NjYk5Hu78popJmUM4p8CEOn8CO8qb+GxbO2annYtGJbKvNvh3lEoE1AoJO6s6sbiCNahPjnGTs+KqkNNF980t2M56HRIHFn071ZFJBaJ0StaVtLC+pDU0Pm/IwCOHdq+f3HgDyw40suxAIzKJwMVjkrC5+xcA6UmHNALJkN9g2tWjPl4qx2rMZqDVxTIB/No4rt8+lkzTBGrb/Yw2RjE5/CRSdYFmm5sHPt9PXacTnVLGU+cPJdGkQSEboEc+LBku+Cd8fk3QUFVo4Zy/QWTWSe1jkBPTaHYReYoq+x4lbNBI/UmQHOfrfbzxo7h9fn53Rh5/XlaMze3DoJLxwOm5JxROUskFbp2RyT/WltFu9xCpU3DnrKwT1hYHDEkIK/4QNEijcqHye0SpnEDu2f02XgvINSyf9iW/W1JCu72KCK2Cp85ewmmyxv5/wR9Jq9XNbR/sDukUlLVUsKW8jf9cM/Zn6Wtc0+6k0+nl3rnZuLwBVHIJu6s7qe1wMixp4OUrg3RzMjWpVwEv/2Ds6mOMnfI0W918uqOGh+bl8fW+BpqtLk4viOXc4fE8vGg/mdE6zhgah8Pj58VN9eRe/DYjte0QngGqgR2Hfthexeby8sfFByltDhoaLm+A3395gLw4PQ5P3zrWdruHlB6e+Q+31TA5M5JXF47AHwhQ0mRj2YFGjGo564+0UNklYvJ9aRs3TEkjJULLoh7eog0lrZw9LI7Fe7uNhAWjEsmv7lvPlVS7mD2yYXiGPsW46E9QVa7EGjuWI5nX8p9NNtJj9Lyztrv97raKdlIiNCilEnJj9YRp5HQ6vLyw4gi3z8rC6w8QrVeG1EEFAW6dkYnL50fPqRNJrWxzcMv7u3B4/GRG6/hmf2+DrbrdyXcHG/H4AgxLCoMp90H+OeCxYzRmMK65kqX7ux8WAgIOrx+pRGBNcdB5IYrwxe56bp2RiVYhDX0WLVY3Sw57mDtMwsVjEok3aggg8taGCgKiyNtXjWZnVSftdg+3fbCb22ZmhgyK0Skmzh7WWyjmjKGxHKwPOlbGpUfw7PJusa99dRZSIjp6CT7EG1W02z0MSTBysL5HWi+QEaXlsd0aXp3/DsbtzyP1OqjOv5FXq1Nxeh2Ynd5Q3+DaDie/mZjK2OxExuckYXa4eWdzNXtrzRQmGjlzaBzlrY7QgSzWoCKpbRU/lJvW7PwH7vwzUWoGxZNOhD8gctqQGL4vaw2JvBnV8pNKHVTJJRQ3WkNOGV9A5P2t1by4oP+0tZ6IIpSlXkKSVEtMyQd4dElUDr2DRkkq8QNcIwILKmcLI1PCMWnkpMRCSX0bSWkuoP+ehUdps7m56+M91HUGI7g2t4+7PtrN17dPJv9kVCIzZ8IN68DaANooCE+nj7T7IP81DeZgJPVUxqhW9KnFG+TkidAqOa0gluUHu5/D8wvjiDhBvXOb3csrq0u5fHwyMqkEjy/AiyuP8MQ5/TtKdSo5L604EhJCbLV5eHllSbALRT84bRb0I6+Cuh1QtwsSRyPEDcdpM/fr0DsoZHLfol2h92uze7j/i2KSrhlJfr/vGKSyzU6r1U20XknyAJ4PZS22kIEa2kO9hfIW289ipEYblGwsaQ0FeyD4bLpl+gD7oA3Sh4HUpC4ELgXSBEFY3ONHeqBvDt0gjE8Pp9XmxurycvqQGMI0CgREpBIJM/NiWHagke9L27h+ahp3zs6i2iYhXqYgtnI9ROVBxMlf0KXNtl7CR0epbneQE6NHLhXw9mjNcu7wBIYnhxGlV9LSZdwlR2ioanfg8wdIidSSGK5Br5SREaXDFwiwq6qDLeXtRBlU7K8zMyUrkg1dkY+4MBWzcmIYlRKOQSVDp5JR0mhF2ljRZ09+ZRipkRqeXCoyLvkaLjjrTrY1+JB4FcSFuWi19n3Ybato5+qJqby5oZz5hfG8u6UKX0DE6w/QanXx9PlDqWl3YHF6yYjW8eqqEs4ojOf2mZnHrKX+NVLf6ezlkBCEPrYTEKzZfWHBMGSuTrA1g9uCUqnnntnZFCaE4fD6kAoCeXEG5uRFU9/ZN93xUL0Fi9PDbyamdr2XgFwq8OnOaq6ckIrF6UUQJNw2I5OUCA1/WV7MprLufmUdDk9I9XdHVQdnGJQ8fEYuVpePRJOacK2C97dUo5RJMB9D/GFdSQsvLhjOprI2EsLUuLx+nvuumPtOy2Z+YRwrDzfj9PqZmBGOw+Nnc7WDt9NzmT37fZbsruGzjTbsbif3zsnG4fHz29Nz0CllhHf1/Gu2uDCoFQxJCMPmLkcqEThzaBxPf1uETCJw1+xsVhxqwuMP4Jf1TR3yKwzHldsfpDdSQWBXdTuvXjqCZosbuVRAr5TRZB54mq3PL7KxRxT2KCejECyRSNjZrqQt5WrC0y/GhZR6q0CMOPB6Ik9A5My6l0lMuZp9Fi1xaj8LYnaic2YAIwa0RpPFhUwi4d652bh9AZQyCTsqO6hud5yckQpgSgn+b5CfjUaz62cTYvmlYNLI+2RXDXLy+H1+rp6QzLnD42m0uIgzqjBqZHh9/WeExIepKEwwEmNQBR32FjfDksKIOYG6b6O5r1K/xeU7YVTcGZCgX/loMN03bSo0H4JDX+FcuLxfI7XW4j/m+9Va/Sc0UlcXNfHIVwep7XCSFK7m8XOGMD2n/xZl3uNEkn+uNoWFCWE8Oj+fPy45FLp3Pzq/gML4sJ/l/U4FBhJJ3QQ0AJFAz4JJK7DvmDNOcWKNKvbUdIYiOnqljH9ePRqNXMLqw03sqenk92fm8erq0tABPC9axT8KKkj96la48iuIG3gEoK4z2Bs1PVJLeWvvlM1ovYrcWAPvXDOWJ785TFWbg3lDYhmWFEZRo5V/Xz2a6g4nRpWcvFg9MpmE4kYLa4tbabd7+GBbd0uO356Ww4T0cDaXd/DN/gZm5UVz9+wsInUKDjdYueWDXUDQOHp4Xi4yqYTqsY+QW/pNd3sOhZb6obeypriFWIMKrUbNf/YFvVrRepiWE3VMY3tIvBGXx8+uajPXTE7H5vaxdH8DI5LC+PemCm7pUqu9bWYG722tJlKv4h9ry7hgVCIJYadGr8pInQKZRMAXENlU1sqZQ+N6pb+OTQunuMlKRasdv6Ue2dd3QtnK4A/lGiwLtvLK6hIcHj9DE4yYNAqc3gAGlZyHz8jjzQ3lIYdGepSWz3d1sLO6k8vGJRNrUGJQKZg3NJ7r/7MzFBE7qzCO22ZkUvmD6/KDrdX85cJC3tlUycF6C06Pn0SThjVFTcgkAi1WN7PzY5hTEIPkGE6GgjgD/95Uya6qDkRELhiRyFtXjWZvjRmHx8/dc7L/H3tnHSZHff/x16zb7e3tubtr3IV4AgQNbkVaaIsWaAvUobRIg7eFUgrFPXiIkJAQl4vdJefuunvrMr8/9rK5zV1O+JUWyL2eh6fN3M7s3O3szPdj7zfhQQr21HajU8m4cV4qnxxq4e29bn51Vg5qvRm5VCA9UsdzW6r9c7RKmYRfLM9iXUkbP1+eSUaUnlevn0Zjt43VG3wz2G6vyM7qTn66II239tRTZZhOlELrU/YFEAQc029Fpxq6jXmcQJRyKecUxXHza/vpsfruh6nhWv50fsGoj6GVSymIC2bD0baA7Qmho/8MHC4v6VF6SppM7K/vIVyn9HUcDOlaOjRmRQS6xJnM/OJiZir14LLiNiTRnvPaqI+hkEm4YFIsD6895k8yrSyMOa2Feb7NNPXaCNGc3p+NUatg1xDP7XHGhgf4qrKLp76o8G+7Y3EG01KGbxWVAlfPTKS4vocvy9qZlBjC1TMSkTJ8u2+o9sSa4ThKmWTEUSl7UDKOjJUoyz6Apv0AOLIvxB40vAJAeJBy0PsppBLCg4avapY0mbjtjWJMNt86sr7Lxu1vFPPaDdPJitafcj+NQuYX5DvOwuwIVEMIHP0nUCmknD8hjvQIHU29dqKD1RTEBqP4ht7vdGA0M6m1QC0w45s/ne8H2yo7A1oOzQ43z35Zza/OymZXTTcFccHsqOoMqBCVttnZnpNHktsBO/8OZz8B0pFzCLuqO7n3vcPUdVn57cpc/vBRib+advHkOHJj9EgkAjNSQvnT+Xl8VdHJ+8VNvLXXZ3W7ODuCv1xcRJ/DzeEmExKJgN3lQS6TBASoAE9sLOe2hekcX7RtKG1jf10PP5qbwss7T7xWFOGJDRXcf14eG+ttNJ2/n7TenSi7jlKffCF3vFtNXb/I0oajbVw5PYHkMC0pYRo2l3XQY3MxMcHg98qMCFJyRlY4j28oZ25aGK/tqqOpx86fLyhAJghsKT9RodtX20OSUUNNpxWZRBh2PuL7Rkq4jt+dk8uv3j/M7ppuziuK5f5z89hX1010sJpem4uXd9Tym7NzULYdPBGgAtb4eTy6sRar04NCKuGsgmh+/cER/8+VMgm3L85g9boypqcY0Sik9FhdJBg1ROhVPLqujCcuLeKhz44FPIA+Otjsa5MtiOG5LVUn3s/pwen2opZLuXtZJjUdFn78yj7/z6ckhXB2QTS//qCE1RcVMjc9zD+vaNDI+eHcVKrazUxIMCAVBIJUMh74uJSyVp+NyYajbZxVEE1zr52ZqT6xrePWSdsqOqlo72NXdRe/W5kbIPTkcHt5b18DZxXEsLu6G68X3t3fwMH6HtSKE9/HLeUdHG7s5fbFGeyxOmHuy+Ta9uCxmZFlLkaVPO0/9bF+77G53Ly5p54eq4sovQqnx0tlu4WDjT1MSTaO6hgOr4fLpiWwv74HlUyC1eUhL0ZP1AiVhIFo5AIH6nt5fMMJQbjPjrSMqWXY6YE/Nk3k0vn/ILprJ326RHaK+ejNQYxWFsRkc/G3zZUBXRAfHGjyawiM8+2iucdOeuQ3I8TyXcGgUfjHbcb5+nhEkWc2VaCUSYjQ+yqiT2wo5+Xk4dtvESQ8tbGSXTW+RMEXx9qZnRbGz5dlDrubRiZyy8J0HltfhlcEiQC3LkpHKx0+uK23K3hPdR1nzjkDY89hugwFfNibxAyblIRh9ksO1fDzZVk8+Gmp//1+sSKL5BGSiXVdFn+Aepxuq4u6LuuwQWpUsIrJSQYumBRHm9lBuE5BbadlTM+FsaJSSJmSHPqNHf90Y9QzqYIgnA/8GYgAhP7/RFEUT32FnKZUneT3B3C01YQoisQa1MQa1P7F9EAqTFLQhPoyU247SId/8FV3WLj2X3v84iCPrD3GzQvSUMmlmOxu5meE+duQKtr62Hisg9XrygKOsa60jcONvTy09ii5MQY8Xi/Jodoh2yTsLi99Tg9FCSFsr+ri+tnJtJodQxoqmx1uqjssfgXgMzITSTBmk23V+gPU47y+u57CeAMHG02E6ZQ8+UUFKwtjmJcRjkcUyYnSU97Wx9QkIxMSQthZ1clXFZ388t1DPH15oLdlvFFDRlQQb+5t4J7lWUSfJlVU8PlNXjgxjqI4A60mO1HBamKClcilAo98fgyTzc0Nc5JZkhMJVV8G7NsXnE5ZnW+RMTM1lM8OBwoZONxeQrUKfrkim2MtJoxaBX+5qJDi+h6e6F/USwTBb1c0EIkgoFVIObcolo8PNRGkknPVjET67C6UMgnhOiVrDwcqS++u6ebyaYlcPCWOTosTtULK7YvSERFJDQuipLmXynYLaeE6tlZ0oJZLyYsNDvhefXKomZ8uSKOu00qM4cRD6dVddZxdEM19K7KHFJaobLegVkiJ1Cv55FAzhxtN7Knr4Z4V2Wyp6PAHD2a7G7vLy1/W+X7/BVnzUcqkXEI88xSnp2fi18Fqd2N1uPnl8iy/oFx0sIqmntHPuLk8YHd6+NWZ2eyt6yZEoyAzMogey+j9Sa0uLy/vqA3Y1mN10dw7+sW33e3l5QO9vHJQQ6xhBd0WJxanhfvPdY7pGCcvyIAh297H+d/T3GtjWsrokinfV0I0cjpOIZ44zujpsri4ZEoCoToFtZ1WksI0tPQ66LIMf/9o73P4A9TjbK3o4Lq+4SubnVYPLo+Xxy4uor3PSUSQryuuyz5Yx2QgPVYnq3dZeEYWTXhQEm0mB06Phaz04e9Rdd02jjT18sQlE+ixuTBo5KwvaWFSQgiGYeZuQ3XKQdaLMonPn3c4woOU6JRybnl9P6Lo6/L7/cpcwr+BedRxvhnGIpz0EHC2KIqlI77yNGeozM78jHBCdQr+eF4+971/iPmZEVS2Bwaq08MdUNoIC38NypEzs3WdlgD1yk6Lkz9/5gtULQ43KWEnjlHXZUV+Col8t8fLjJQw3thdj0wqcN+ZOZhazKjlUmyuEzermGAVPRYnG0paeeziQm562TcAf9uidBRSScCCPzlMGxCwfHGsnYcuyGeoUQBfRk3gdx+WkBUZxGVTE3ilvzJ7wcRYvizr8AuivLOvkQsmxpIfG8yhxl7aB8yvxhrULMqJYGt5B09dNoHpKadfNkspl5IbG0xurG927XBjL898UcnZBTEoZBLWlbQxLzOC2LC0gP1C6z/nrOyzeGG3A0EQ8Jw0zDo/I5y1R1pYP0AQYH5GOAg+4RuVXILZ7mJasjGgXVsQwKCWY3N5ONZq4oY5Kb4qqstDnNGA2dHCnW8dZFJiCPesyObZL30qg14RpBLYUdVFrEHN2iOtrD3Syo/mpvDHT0tp7j3xuf/kjDTe3F3PVTMDZ+9EfOJPBXHBRAUFttt8eLCZ8CDlkBnVORnhvLmngSW5kXhEkfmZEeys7uKN3fXcsyKbI429qORSMiKD2F3VwTOXT6TX5qsCvru3nvhTqBWPMzRKmcCKghjufOuAPwGglkt5/JKiUR9DKpHQYXHwmw9OKD4Hq+U8umr0VVCJRBLQBXAc71CD3afAoJIxLcnIzpou//1PECDROPpkWbhOSXqkjvIBCRe5VDhtxha+a7SaHBhP85lUtVzq8+R2uNEpx7KsHGcgiUYNb+yuD+hiW5QdQeIIzxTxFPcocYRRBbVcSnF9D09uPNFevDA7gnkZw6+dEowagtVyem0u/33OqFWQGDb8ebabHbxf3MT7xYEWcmcXDm+NlRsdxM0L0nhiQzlBKjlmu4vbFqWTGzN8jay63cIDn5T6nyuiCH/4qJTpqaGkR4yLGn4XGEs3ZOt4gDo6cmL0/PG8PIwaBYIAi3MiWZwThU6lYE56GM9dNZkluZGsLIxBIvjUv+6eZWBK8+vY8i6FvAtG9T76IWaUlDIJc9PDuG1xht8jtKq9j6YeG2aHm9+tzCEz8sSXc05aGCXNZp7ZVEmnxUmrycEjnx8jI1LHz5dlEhOsIjdGz03zUvjdyhzijRoWZkewp7bHPwD/xu567lqWSaTel53KigriqhmJfHgg8EZU02lFp5T6X3ecM/OjMffbeRxtNZMV7RN6kkkEJiSE+APU47xf3MT8zHDAp6765wsKeHRVIc9eOZF5GRHce2YOy/OiTzsLGoA2k521h5t5ckM560paOdZiprbLyj+/quFvm6uobO/z2cFEFOA66wlQ+YJZrz6OBRlhnFMYQ4RewfkTAh8aExIMAQEqwKayds6fEEteTBB3Lc1k9bpyzsiKYEqib37GoJHzs8WZPLulivpOK6IIz2yqxKhVoFbKuOutA+yo6sLm8hCsluMVRc6bEMutizK4aV4K++t6qO20UhAbzCVT45mRGopaIQ0IUAFe2VnLmQXR2Jwe5NITiZiFWRFoFBKCFFL0Mg+rV+UxJSkEieC75lwekc8Ot3DPiiyC+hdWM1NDyY4K4lBjLw63l1d31hGqO9GN8MDHpSzOiWRaipEui4O5mZH0WJx0W5z88t2DFCaEEBl0+l13/x9cbhdv76kPaG+1uTwcahzsWXoqRFH0J7aO02tzUdE+uGPlVAiIXDgpUIFXp5QRMcK81ECcHpEfzUtheW4kqybFsSwvkofOLxiy2+RUJBg13LEog5xo3306IkjJ71fmjknteJz/Dl6vSEef47RX9xUEgRCtYtyG5v9Je5+DrRWBAnDrS9to7xu+kqpTygYFbBMTDGhGmIV0evGLXx5nQ2kbbu/wYpMSQeDB8/NZnBPBqslxLMqO4I/n5Q2t1DiACL1qkMC4RGDEmVSNUs65RTE8sqqQy6cl8OiqQs4pjA4YwRmKDosjQDAUwOnxntIycZxvH2NJee0RBOEN4H3A/wmLovjuf/qkvqv0WJ18fqSFZzZV+gRYVmShlAqE6VQUxvuCAYlEICtaTxbwZVk7Pz4jDa1cQqyki42qK6j1hHG7Ybiu/hOkRwRx9YxEXtx+okXtB7OS+PxIq88LE19L8OX/2BmwsH/w/Hw+OtDEpIQQJiYaKG+3cOvCdNaXtnKkyURtp5VNx9pIj9Tx5wsKeL+4iXf2NVLTaaUo3sC7+xq5dlYyty1KRxR9/qxPbijn2lnJTE0Oodfm4r39TTjcga2UGoWMui4bV81IoqbDQnWHhUmJIUgkQkAganN6uGFOCoIgYHMObnvzeEUkgsCqSXG4PF7UCil7qru47/3DvPGj6RTEGUb5iX2/6LO7+PNnRwOMpC+cFMeUpBB215yYuzTbXdT3CfxsZyor819mZqKG1busqEvMxIao+eBAE6IXHr6wgPf2N6JVysiIHDrrWNVh4c6lWWyr6OSiKfFYHG6un5PM9NRQ+hxu/rWtmo4+J7WdVp68bAKfHmqmqcdGeJCSzv4WpilJIUglAn/69Kj/uCsLYzi7MJoJCSFsPNrGpqPtpEZoCRuiTcfm9KCUSciN0XP1jCT21/cwJz2MBKOGt3bXcfWsZF7Z38S+um4mJ4bw4g+m8uaeev7d39qZFKrhjiUZdFmcFNf3sLq/RV0tl2J3eWkeoG58TmE0a4+0BtjlnJkfTa/NyfVzUnjw06MUxAUzdXwmZdQolSosjsHtZXbX8C1ngYhDWm2NBZlUglou4ZaFaeyo6iJK70vQnapKMfRZiDjcXsKCVKwraSU5TIOIz193tCjlUgrjDdy6KJ3GbjshWjn5scHEhoxXUr9tdFgc6JSyMSUhvq8YNb4gNTX89J7P/f/gPqUa7fAzol5RZGVhNNfOSqLL4sKoVdBmto+o+XbKCuwI9zyb00NLrw2lTMrmY+3MSAmlvts6YrCZGKLhhjnJPPtltd994MZ5qSSNUCnuc7h5+otKv5YKwGVTE7jvrGw0wwSqOqUMnVIW0HGoV8nQKU9vobPvEmMJUvWAFVgyYJsIjAep/Wwua+fudw75/3332wf597VTmZUeBvi++BaHG41ChkQiMCs1jGv+tTvgGC9dmzvq99OpZKyaHEdBXDDdVhfhQUp213Ty8o56ziyMoSjeQHFdd0CAuiQnErPdzcLsSMJ0Cj461MLbexuQCHDp1ATCdEo2l7WjkstoMTl4b3+Jf87v08MtHGzo5bbFGXxyqJlNx3yKadNTjKyaHI9Rp+BQYy/RwWqumZVES6+dg429KGUSfjw/ldyYIGo6LUgECYcaewnRKNhS3sGqyXE8v8VnVWPUKojSq7E4POjVMvJigonSqwI82OZlhJEfG0xSqIbrX9oLwDmFMdy1NIMPiptO2yC1st0SEKACvL23gdsWpQcEqdfNTulXMO1lfz38VB5JcrQWuVTKExt9Adqbext4v7iRP12QT4/VTXmbmczIII61nvAcy4rSkRqupdvq5N39DXT0OVFIJdy5NIMNpW2UNJ8QDwsPUuJ0+fxsNx3rYMUAEZhZaWH+2eXjfHCgiYmJBjYf6/B7tBo0ckK1ikFt6OdPjEWnlGJxuqnrsnLTvBT67B56bE7OmxjP6nXl/vP++FAL++t6+PXZ2azKUmIV1LSbHaSECDywp5WSZjNKmYRrZibxxdE2rpmVxFkFMUTqVbSZHcQa1PzsrQMB5/rxoWZuX5TO3tpu0iN0NPbYEEXxtLE++v8ilQicVRjNwQGVU0FgTN9juVTC1TOSeOCTE80+MolAdtToW7o8Xi95sQb+vrkSpVxCRVsfUXoVRfGjPw+v1ycWdtyjuMVkp7i+l2dOmp0fiRiDmhiDGq9XRDKGAHec/y6tvQ5/p8XpjkGjoM00XqH6/xBjUJEWoaNigK5JTrSe6ODhE1QqmYTwIBW/ev8wFqcHnVLGA+floZYPX0nVyCVDvp9aPnzSRa+R8eK2Wmr7bYfWHGjicHMvC0awhKnrsSKVCKy+qJBOi5NQnYKjTWbqum3kDdP5VtXeFxCggk9b4rJpCeTFntqWy+Pxcv95edz/UQkdfU7CdUp+dVYObs//L6E5zn+PUQepoij+4Js8ke86TreHF7fXDNr+2ZEW5mSEU9Xexxu769l4tI15GeFcMjWeKclGnrtqEn/bXIUEuHF+KlOSQqjrtNJrcxEdrCJsmMyUyebiuS3VrBnQ33/NzCTSI3T+KsRAT6qpyUbUCil/HLCQu2hyPIVxwRxo6OWVnXXcuSSTAw09xIWosbs9gwSezA4XbSa7P0AF39zgjJRQWnptPLPJp+D6w7kp3L4oneKGHlwekTXFTby2q55Vk+P44EAT96zIwu0RCVLK2FPbTVKYhtRwHWdkRVDT2YeIiF4po9fm5JqZSRxp6uVoi5kpSUYi9Eq2VXagGnADXnOgiWkpoZzO4zCnqjzlxQQzMy0Ui93N9XNSmJcRxtojJ4SKMiKCKG8z89be+oD9nB6Rxm47Hq+XJzZWcOvCdPLjgjlQ38O0FCPRwWp2VXexuaydjv52JKfHyx8/Ocqvz8rh9x/55gMFAX65PJu0cC1JYRoEBHZXd7E8L4pPD7eccuZPI5exqcwXoOrVMlYWxnDPe4e4c2kGW8s7ae61cW5RLHmxevCKmJ0eFmRF8OaeepLDdMQa1DT0WAMCa4CmXjsK0UV7dw8/W1cD+AKa2xck8Ytl6TT0+DoifLM54SSGakiN0FHfZSgMfy4AAQAASURBVKX8pGMdxyOK/UIQMhRSKfvqupmUeHqLqYwWm9NNdbuF2xdnsK6kBY1CxpKcSL8a82hwukXsLg83L0hj49E2gtVyFmVH0mMbvWARiJS3mrh0ajzdVhdqhRS1XOofRRgNDreHTw83B2yzuTy0fc02yPEA9dtNi8l+Wo6VDEWwWu6r3o3ztWnssbOyMIaaTguHGnopijcQG6Kmudfm15kYCq8I97x3CLvLV3Htc7i5591DvHTt8KrAfXYnZxfGUHvS+1lswycb6rts/gD1OJVtFuq7bKQOM+vp9Yr0WF3c/uaJRO+VMxJGrBTbTrG2GanbRiqR8OAnpZxVEINOJcNsd/PgJyU8e/XkYfcb59vDWNR944AngVn9m7YAt4qi2DDMPvHAS0Akvqrrs6IoPi4IghF4A0gCaoCLRFHsFnylh8eBFfiqtteIorhvqGN/25AIApFBg0VYwoOUdFsd3P5GMQcafJWC8rY+tlZ08PJ101icE8WcNJ8AjVQisPZwC7989xBmh5sEo5onLp1AUfzQHlnlbeaAABV883l3LM4gOcw3v5QXo/eros1KDfW3Mh7n7b313LIw3X9uKrmEP5yTy2/WHOFH81L9LRnHSQnTsWtAVe442yo7iRkg7PHithqi9Eoe31AR8DqXx0ubycHW8g4WZUfwmw9KsLrc3H9OHu/sa+Dutw8iCHDplHiK4g08tq6MxblRVHdYSAnXUt5mZnZaKDaXm4fWBioVH2ns5cz8qCH/VqcDSWFa4o1q6geoJ6dH6ihKMPBC+hQ8ouhvjcmKCvL7lbWZ7VS09RGslg+a99SpZHx6qBmvCKvXl5McpiUjUofLLfLJoWbOyIoYpNYMPunvXy7PIkglJys6iLwYPQcbeilrNZMVFYReLedwUy93LskkwagmPUJHeUA2N4jkUA0pYVoq2y2cXRDDi9tr6La6+MNHpUyIN5Bg1BAepOTOtw5y1YxEHlp7DJlEYNXkOGo6LZS1mlmQFTHoGgYQZEp+v/VEEOT2ijy8vprnL5YhlahIjwjiuS3VrF5Xzi0L07hieiLxRg1KmYSkUJ/F0XEmxBvQKqQszY1ELhF4aXsNwWo5T10WjEI27o82ElJBIN6o4cmNFcxIDcXm8vDgp0fHJHokiiIvba/F5vIwPcWIye7mDx+X8JP5aSPv3I/XC09srMCoUXDhpDgON/Xy4YFmfn3WSDbzJ5BJJeiUMkwnBbZy2Xg76PeRll7biAqjpwsGjZyW3vEg9f+DUiblL+vKSAnTkh6pY1dNF7V7rfx7hGCzxWT3B6jHsTg9tI6QNAjVyXlnbz1hOiWLcyLZVtHBvvpuFmXmDbuf9BRdQiONNbg9Xl7bFZgMf3lHHecUDS+clByqHfTcTYvQjTin3+d002py8K9tNQHbLY7RJx7Hitnm4kizieYeGzEGNbkxenSq8fbir8tYnpwvAB8AMf3/fdi/bTjcwM9EUcwBpgM/EQQhB/gFsEEUxXRgQ/+/AZYD6f3//RD46xjO73+KTCrhutnJAcItOqWMxTmRVLVb/EHgcY62mP2VAoVMQqvJTnF9D7e8vh9z/xeorsvGHW8Un3LIu2+IOS6XR6QgzkCk3hcw58UG88+rJ1MYF4xsiLkZr0iArHdEkJJXttfy8KpC1HIpF50kJLI4O5xVk2L54dyUALXJyUkhbB0wgO9wewfNpAJYHB7uWJyO2yvy5MZKziyI5ozMCF7fXc8lUxN460fTeefGGVw+NYFui4uDjSbe2F3PivxoLpuawIKsCP75VQ2HG81cNi0R2YCbYlqkjvdPEms6nYjUq3juqsmcWxRDRJCSVZPieOayiYTplCjl0oDZjdyYYP593VQmJ4ZgcbjZeLSNCybFBYgahAcpsTo9/vlm8M04rz3Sil4tp77bSrfFSfQQCrl9TjfxIRoum5bAxIQQdlR1cvk/dnLPe4e57c0DvFfcyPK8aNxeL91WJ6smx7M0N4qIICW/Oiub5fnR/HntMeZlhHP7onQMGrm/Wguwv76Hz0ta6bE56ehz0OdwE6SUcfGUeEJ1SpblRbGtsoOs6CAunRIfcG7LciPptbmHtPRosUnZdKyd57ZWo1VIeeC8PNIidDR1WylvNdFtdfHUZRP9f+PfrcxlfmY460rafDL8bi+7a7qo67IOEmwYZ2hsLi8tJjs/mJVEeZuZrj4ndy3JpHYMlVSpFCYmGsiL1ZMdrfdVBAxqksYgNiSRCFw7K4lLpiawp7YbAYF7VmQTqR99ECIicuWMpIBtGZE69Kqxt3j0Wp2UtZppHV/4f2tp7rUTPISA4emIQaMIGMsZZ+woZAJnF0RT1f+cre20cv7E2BGTXEatkmCVnFWT4/jpgjQunBSHQSMbUXW62eTi3jNzmJQYws7qLqalhPLzJZm0moYP4mRSWJobGbDtrILoEYPUbuvgZ64oQu8Q2wcSoVfx9ysnc96EWCKClFw4MZZnLp8w4gxsRJAS5Ul/O5Xc1xr9TeBwe3j+q2oueXYHt795gIuf3cE/v6rBMSZ9hXEGMpYnZ7goigOD0n8JgnDbcDuIotgMNPf/f7MgCKVALHAOML//ZS8Cm4Cf929/SfRNbe8QBMEgCEJ0/3G+9UxMCOHtG2eyp7YLhVTC5CQj2dF6Spp6yYnWU9HWF2DTIpcKdFucvLKzlic3VnDD3BSOx4tZUUGcWRCNw+3lSJOJiQkh6E5a6CSHnpABP052tJ6cAUGFTCpBAOZnhZMVFUSkXknrgLmReKPa78G1sjCGTw+1kNw/V2d2uLE43Ny+OIN2s4OZqUbe3dfIw5+Xo1VIuWpGEvvqurG63GgVMtoHBNP5scFDPrxnpoby2w+P+M9hT203l0yJJycqiGte2E2wWs5vV+awp7qLjP55MpPNRZxRzSs76/i8pBWFVILF6UYhlXDF9ES8okhiqBaNQnpa2s4MJCtKz0MXFmCyuwlWyU/5cJNIBGakhvHitQYqWvt46osK3txdz91LM2kzOzBqFeiUMv782VEev7iIndVdHG3xtboWxRsQETHZ3KwpbuKBc/O4571DWJwe4gwqrpuTQnyImg8PNDEvIxyvKPLqzjp/0kItl7IoKxKLw40gQHSwmhtf3ktOjJ6rZyayo6qLdSW+duTjreA/X5rF2QXRAdL1MolAlF7NsrwoSpp6uWtZJk9/UUGryUF2VBDPXTWZ4roegtVy/nR+PrVdVlLDtUQHqyhtNvP7lbl8XtLqV1NUyiRoVEp2VHUyNcnARZMT+PNnx0CAWxem8/QXFTT32smM1HHLwjQK44PZXNbOxqNt/nNNDddx8ZR4ovQqFONiKqMiWC3HqFHwr+01zM+IwO72sHp9GX88L3/Ux1DLpVw9I5F/bK1mXUkrbo+XCybGkhg6erEhpUxKkFrOIwM6NDYebeMfV42+NUwplaCUCjy6qoCKNgvhQUpkEt+xx8KRpl5+9d5h7G4vLo+XX67IYl5GxJgEmMb55mnqtRHxDS14v2uEaOTsGJ9J/X+hVciIDVFz+6J02vuchAcpsTvdaEaYLQ3VyPnTBfn88dNS6rtsJIVq+PMFhRi0wy/xI/VqXtpeQ3K4jhmpoShlEtaWtHL1SYm2k5FLpYTrlPxyWZZPm0mAhm7riM+8SL1ykMZIXIh6VArqmVFB/PmC/BHXNgNJDvOJf9719gFcHhGFVMJDFxaQ/A0ppVe2WXh8Q2C34mPry1icExmQ7B9n9IwlSO0UBOEK4LX+f18KdI52Z0EQkoAJwE4gckDg2YKvHRh8AezAXoCG/m3fiSBVIhEojDdQOEBo40B9D1+WtRNv1LAkN5KyVjOfHGphaW4kKeE6dlR18sjnvkXR8YxPXIiaJbmRPPr5icXSrQvTmZcRxlt7G1HJJZxVEMOEeAMvXjuFBz85yoGGHuZnRnDHooxBcvhuj4eD9Sb+vrmKu5dm8dmRFg429DA1yci1s5LpsjiYnBhCR5+Tv39ZSUefk3tWZCOTCHx0qAXhcAtFccHYXR6/DYnF6eGvmyt59KICrA4PaRE6CuOCOdZqZn5mBMtyImnosfH4xUUcaOxhe2UnKwtjaOi2BgTJAG/tbeD5qyfzbHwwEkFg49E2vKJPROmFaybjcPuqbZ+XtLIsL4ozMsJxiyJSAeJDNNz/SSkv9SscG7UKMiJ15MUaOF1RyKSE6Ua3KNYqZeTHBfOvH0zl/o9LeXJjBedPiEUjl/LqzjruXZ7Na7vqyY8NZlleFPEhGiL1Sj4obiIySMlVM5Oo6bTww7kppEXo2FPTza6aLnTKCOJC1Oyt7aLZZPdZ0yQZ+cu6Mm5ZmM7fv6zyJ0fSI3XcNC+VpzdVsjAr0h+ghuuUnFUYjUomxSuKnDshBplU4JNDLcQa1Ny8IJ2Gzl4WZ0egkEu57fVifyBc2mLmN2uOcMnUBPRqBUeaTGyv7EA3IY673j7ob/+9dGo8K3IjyYgKYnZ6OH12FzfMSSE1XMuPX92Pxyty84I07v+4xN9Oday1jxe+quHGeWlsPBroylXZ3setC9No7rXhcHvG2zxHgVIupSA+mPPssby7rxGNQspPzkgj1jB66xeL02dZMyXJSHF9LwaNHLVcNmS1/FT0OTz8Y0s1E+INzEgNpdfm4sODTVS29zE9dXTJL7VCSmqEjj01XUxNDqXL4qS0uZfcmNELOHVbnKwpbmJWehglzSYSjRqK63uINWjIHIMQ1DjfPM09drKjxhefACEaxdeevR7HR2efw6dRIuD3A/WKPj2R4eiyOrn3/UNMSw7lnKJYylv7+NV7h3nisqJh97M43YRolQFrzR/NTcHiHP6+GaKRsywvigMNPRTX9TIxwcDS3CgM2uG7CpLDdNy9LJM3dtdzoKGHCfEhXDwl3j+eNhJjWdtAvyhfQTS5MXpaTXYi9SpSwnXf2Ky/ye4aNFrkFX2FlnG+HmMJUq/FN5O6Gt986TZgVGJKgiDogHeA20RRNA1UvRRFURQEYUx9cYIg/BBfOzAJCaOza/lv09Jr5WhzH/e8d4im/nattUdauG52En84J4e8WAN6tTygRfbLsnYunRpPiEbBs19WBRzv8Q3lSCUCr/WbPP97ey1v/mgGExNDeP7qyZjsboxaOSr54I/U5fH4FVL/8HEJc9LCuHFuKpOTQqjttFBc38v7xY3olDKunJHI9spO9tV1kxMVRHSwiuZeO9nRwaw90jLo2KXNZrxekVCtgqlJRlZNjuO9/U209TmoaOtj9fpyQrUKblmYTrxBResQfl8Cvizcr9ccIVKv4rrZyeyo6qCuy8a/ttXQZXFyVkE0dy7JIMGo4Z19jXxZ3k6sQc11s5M5Mz+a0mZfla/L4uTFbTX86YLC/1nV4btwfQ5EIhGYlRbG6zdMo7ytj399VY1BY6AowcCaA43olHI+PtTMXUszeWFbNYcbTcxOC+WP5+fzh49KuGNxBvXdNn7+ziG/1Punh1p48Px83i1u5MMDzYRqFVw7K5n7z8tlXUmbP0AFKG/tY9WkOHKjg5AIPqGlqUlGpiYb+feOWqwOD6smxRGskXPJlHiW5Ubh8ojEyXpYoNzGBmEpR5pMg9rLqzut9DncPLmxgrnpYVwxPZG/rCsLeIgU1/dw7axkHlp7jCe/qGRJTiRZUUGY7W7uWZ7F05sqEWHQvM/SvGgONw3t41nVYSHBqPnWzqF8267PPpuDl3fUsjArkt+tzMUjeumxuthc2sT01PBRHkXE44WH1h7zb9EqpDx0YcGoz0Mq8Vl4lTSZ+KC4EYVcwk3zUtEpR78oMjvcKGQSajqt/Gt7rU8NekkmFvvwwiADaTc56Ohz8O4Ape7kMC3Tk0OB73+Q+m27PoejdVw4yY9BI6e9z3FaKJt/Y9do/9/NKxKQYBvp7+l0e7l5QTpv723g08Mt5McGc9MZqSO2mXq8DJrX/OdX1czpd6Q4FUqZhCc3lrOz2qdPsq60lTnpYTx43vCzrHq1nOkpoRjUcrqsTkK1CrKiv9mZTZlUQnpkEOmnsNH7TxIfomFyooG5GRE4PV4UUglbyttJGMFiZ5xTM+o0vyiKtaIorhRFMVwUxQhRFM8VRbFupP0EQZDjC1BfGeCp2ioIQnT/z6OBtv7tjcDAAbK4/m0nn8uzoihOFkVxcnj4aBcx/z2aemysL22nuKHHH6Ae5+UddXT2Obn/oxJ2VHYSoT9RLdhd001Zax+5MfpBi2IgoFXY7RX9KpI6lRylXMLmY+38/sMS3thdT90A5TWr5cRslyjCl+UdPLahnOp2C3VdNt7a24DLI9JtdfHEhgrOyIwgOVTL67vruWFOCgWxepp6bENmu1LCtCzLjSJMp0CtlPKrNUewOt0caTLxfnETHq9Im9nBfe8fprXPSaJRQ4IxsAXvoslxvLKzDq/om/F54JNSzi2K4+G1x2g3O/B4ferATT02tpZ3sLmsHVGEhm4b939cOmh4/kiTGes3OBg/Ev/r69PqcLG7uovH15fz2Poy9td102mxs/Zw85DXx3EaemzUd1nRKn1+tvEhGkpbzMxKD+PiKfE8s6mS1l4H952ZTXaMnu2VnfxsSSY7qjrQKaUBXmQAz35Zhdg/89xmdvCnz45i1Cipah88a3i40cT1c1OYlRbKirxo5mWE8+TGCnqsLpweL6/sqsPi9HDr68X0WF0cazXTKwvl0Y6plDabSY8Y7M2nU8pw9geuX5Z3YNAoBgnanF0Qw11vH/RfZ58ebqGqw8JzW6pxerzcvCAN1UnV0JQwLYcaetlV3cXC7EDJ/ZxoPQ3dNl7bVTdGn8//Hv/r6/NklDhJN0gxO9zsqu7icKMJh8tLSvDoF7pSQeCdfYEafhanh4buwaJep0ImEfB4RArjDExPDWNBViR2lxfdGGYOZYLAi9tq+OLYiXvUnW8dwDuGNbvd4xkkiFfdYaHnNMnGf9uuz+E4Phoxjq/lXoBBz4HvI9/UNSqXCkxKDBTKnJESGqC9MRQ6lZynNlZwpMln+3aosZe/ba4kaITgz+J0B2iSgE/XZCTP6fJ2iz9APc6W8g7K20bWEYgxqJmRGsbc9HCmp4SNaK/zXSJCr2RlUSyPrS/jqY0VPLa+jHOKYkecnR3n1IxF3TcZuBmfIq9/P1EUVw6zjwA8D5SKoviXAT/6ALga+FP//64ZsP2ngiC8DkwDer8r86gD2VXdRYvJTtgQ/mleUWR2sp6YYAWX/mMHN81LJSVMS1W/SEhlex9JoVpiglUBAa5K7pstHcjxBbjL4+WFrdU89UWl/2eFccE8d/VkIoJUJJ80lxUepOTH81NRyiWEaOWkhvsUVI/T3GtnXnoYFqebryo6uHt5Fruru0gK1XKkyeSXA58Qb6Ch28Yjn5dx1YxEiuIMiCLMTA3zV3wH0tBtJTlUwwPn5bO+1CcKMCctjMONJn8lFHyB9FACDB8caGbV5EAhJ49XpOMkYak5GWEoR/D5+r5S0tzLkUYT97532J/UeGpjBasvLuLm1/b7Xzfw+gCflPve2m5+veaI/zUGjZwb5qTwxu56fjwvlRe+quHB8/P57QdH/FVLqUTg8YsLaTMPrpC7vd5BD9eGbhtnF8RwtOVYwPa0CB2/fv8Iqy8uIipYFTDffJzNx9qYlGiktsvKkxsriDWoWZEfzd82V7E4J4IrpiXw8k7fdScIcMPcFF4/6Toc+F2TCAz5MN5Q2saqyXFYnR7e3tvAmfnRXDEtgVd21XH+hFjSI4MIUsn4qqKDEI2Cm+alcqzFTFGCgaL4YOq7bNR0mEfyUR+nH4lSx5S0SG545YC/yq1RSPnXFaOfSXW4RdzewX/xsXwGbq+vq2BgNTZSryQ/dvjqwEAsTg9bKwKnYDxekcYxBMtuj3dIW6aRbBoG4fVCVyWYmkAXAaHpID2NPbr+w/haMUU0inEFb/BV+4xaJW1mx4jB0ThDo1XImJpsZGJCCOWtZjKifN1F2hGusc4+B52WwGdwq2nwtpOJM6jRq2WYbCcSC0atgljDCHPWp7CNG80d90hTLw9/doxdNT7rwp8tySAn5tT2Osdxur0cbuqlpddOdLCK3JhgFN+ycZrqDgt/+KjEry3jFeH3H5YwLdn4X6nkfh8ZyxPrfXwB54fAaJ+Ws4ArgUOCIBT3b7sHX3D6piAI1wG1wEX9P/sEn/1MBT4Lmu+kN2t5qxml3DdYHqpVBNwozimKJcjdzVzXPuINUfxtcyVXTE9kZb9a6MzUMDQKqa+V8sMSKjssROlV/GJFFg98fGL+TRBgToYvg1fXZeVvmwPbgw809FLW0kdEkIpQg54/n5fLHz8rQyoRuHlBGg9+chSby4NMInDj/FQ+P9Li90SNC1FzyxvFaBUyIoOV3P9hCQtzIvnkUDO/W5mL2e5Cr5azq6aLZzb5AuPH1pdz35nZnDshhjaTnTiDmrK2QI/VyCAVdV02jraYyIvRU9tpparDwu7arkF/Q90QhqfxIWpsQygah2jk6JRSpiWHMjM1lKL408P6w+3xcqixl/11PRg1ciKCVRxp7KWstW9Q1f2jg81kRwf5kwHHrw+9Ss6B+h7azA7/XO9xeqwuXB6Ruk4rTb02UsI0HGnsDWir9XhFPjrYwkWTolDKJAE/u3BiHC+c1EqklEnIiNJx3oRY1hQ3IpdKuHpGIhVtfcQbNRg0ckqaepmYMNh2KTZETavJTlp/1bSxx4a2vxVzXUkbfzwvj58tzkCtkPpb449b6kxODGFDaSvXzk7mpe01lLX2EapTEhsyOIsba1DTZnIQEqWgst3CnLRQ6rptzEoL5cmNFbzT34Y5KTGEKL0Km8tDtEHFP7+qpsfqIjVcywPn5Y9opD6OD7PdxT+31wese6xOD9vr+piaMbpjaOQSLp4Sz0OfnQgwlTIJqeFjEcjwCXwNpNXkoM08ejEYVf99/+QkS7B69I9aryiyIi+Kjw+dGK+ICVYRNFYT6LJP4Z3rwGUDqRzOegwKLvb9/3H+37Sa7IRqld/71taxEKKR02qykxo+uLNlnJGxON2E65S8taceqVSgrdzhS5gO0Vk3EJVcOshqTSIQ4CU/FC63hz+em8+fPjtKQ7eNBKOGXyzP9BdATkWQSkZujN5fuQWfoOJIyYnmHhvXv7jH/1zecLSNslYzb984k8ghXAKO43R7eWdfA79ZcwSnx4tSJuH35+RywYQ4ZN+iQLWzzzFI1d/p8dJpcZL+Pzqn7zpjeerZRVF8YiwHF0VxKwwqAB5n4RCvF4GfjOU9vo0Uxhv4srwDtVzCDXNSKGszU9NhZWpyCN0WJ4Ktg6gv7uCOaW9w2wZ4aXstBXHBXD87GZPdxeMbyvnkUDNnFkSzvCCaiCAle6u7uG52Ml+VtyOVSpidFsaemi4WZUfi9niHrCK4PB6q2/u4/Pm9/OrMHO5ckoFBLee+NUf81VC3V+SZLyq4dVEGZf3+XD1WFxFBSs4qjAF8N6TkUDUzUkJpNdkpazPjFeGtPYHtdW/srufH81Ppc3iYkRrKr9cc8Z9Xboye2BAVjd12nt9azc8WZ7I0Jwqnx8OUJCN3vFnszz5NSTKSYNSQE62npNl3E5RJBH58RhoOl4c39p5Y0M7LCKfD7ODhCwt5dksVL26vxeVNID5U+71XXdxV08WVz+/C4xX51VnZ3P3OIdIidEMGXlanG9VJgbvL42FDaSs/eXU/F06KwzZEVdHl8TI7LYyQ/qrqtsrBWmm9Nhder8i9K7LZWd1JR5+TKzI8hEUpeXJAe21BbDBHW838Y0s1CzLDeeLSCZQ0mdhR2cGP5qfx4YEmbn5tP5OTQsiLDSbBqPG3JavkEhZmRbLpWBvHWgKr7sfp6HNS2mRiYU4EBrWc+ZkR6JQy8mODyYnRU99tw6CWccuCNFrNDjQKKaE6Bfmxeg41nrjOLpoSx6eHmtGrZUxKNNDn9PCXdWXMz4ygZEDFf29tN3PSw9AqZDzwyYkEUmW7hff3NzI5IeRb9QD9tuLyeAa1YQP0WEffNugRIT1cy8+WZLC1vAODRs6c9HC0Y0gUeLxDt7kNcWs9JYLgm2t9+PNj/mtzeooR9RiqbXqV79qNMWjYW9tFaoSOgljDmNqO6aqB9270BagAHhd8eAvETITI0fu+jnNqmnvthA7RLXU6E6JV0D6GpM44gbg9Io98foyVhTGEBSlpMzl46LNj/O2KicPuJ5PAxZPjeX33Cd3Ry6YlIhshf2J1efnVmsMszY3yv9+97x3m6cuGfz+7y8v8zAgmJIRQ0tRLbkwwOqXMv648FUdbzIO82Ou7bRxrNQ8bpB5p6uW3HxzxJ98dbi+/+eAIWVFBFMYPTmj/r4gOVqNVSLEMeI4EKWVD2vSNMzrGEqQ+LgjCb4DPAf9dSBTFff/xs/qOMykphH113WREBnHza/sJ1SmJDlbx6s465maEo7U1gdtBOD2AgiW5kRTGGXh3XyOTEkN4b7+vUnNcOEMQ4JYF6Ty89hh/vXwiz2yq5IFPSrl9ka/MEG/UsCwvis8On8i8h+kUpEUEsae2m6YeOw+tPcZPz0jDc9JAPvgWYWFaBbcvSicvNpgeq5NLpsSzen05DreXRVkRJIfGs7u2G5kgMCXJyLGWwCopQFSwisp23/aPDzZz26IMnB4PUomENpOdo81mYkPU6NVyHv78GDHBKmanhZJg1PKzJZnYXR7kUgnNvTZMdpdPMS4vCo/Xi0Iq5aXtNZw/IZafL83CK4pIJQI1nRYyo4L4+5dVHGroxe0V+dOnR5EKAjfMTfkGPt1vB3anhyc3VuDxiuTHBrOtshOnx0tpi4mVRTF+hdzjLMmJ5Lcflvj/HaZTIIq+KvwlU+JZX9rKBRPj+PsAwS6ZRKAgNphEo4Z73z/MyoJo5mWG8+HBwA78FflRrN5QTUmLifOKYpmWbKRAspO4zffy+KoXMbsk2N0eKlr7+MeWagA2Hmv3iX5trebswhgeWXuM8v7K+4cHmjnabOKRCwuo7bLi8niJCFJhcbgwaBR80O+Fq5ZLOd5NrJBKKIo3kBqm4Z/bavF6ReJC1KjkUj453MKL/VXiGSmh3LU0kyNNJg439bKlvJMrpiVw1YwkXB4vYTolrSYbaRFB7Kru4ldn5tDe5yA5TBeQNT5OabOJzCHUPffUdtNtc35jfmzfJ7xeWJEXzeHGE39fQfAltkaLxwOPfl7O2UUxnD8hFrfHS3lbHx1mBzPTRzczppZLuGxaQoBonVImIX6IpM+pz0NkXUkLdw64n9V0WrAM0QFyKiSCwH3vH0atkJITrWdHVSdv7WnghWtGb4WDpQ0cJ12vXg+Ym8eD1P8Qzb328XnUkwhW+yqp43w99CpfQDMw2MyO8o2XDIdMKsXt9fruO24PKpmUui4LshEsYcx2N91WV8D7AVhGmCsO1Sr47HALfQ4XqeE61h5pwahVsLIwetj9jotZJoZqyIgM4miLiYZu24gily0m+yBhRLvLO8gp4n9NUpiWZy6fyO1vHqDL4hOGeuziokG6KeOMnrEEqfn4WncXcKLdV+z/9zgDCNUq+dniTD470swtC9PZUdVJTaeV8ybGIYoiDmsfyNXEJ6awOMfJ2QUxvLqzDpvLQ9QQGRdR9JnEF8YZ2FvbTUFcMNUdFhbn+Jx7NAoZ9yzPIisqiA8PNDMxwcAPZiURb9Swuawd8PXK/2NLFb9ckY1RqwhQV5VKBDotDlavL+eWhWnIpRJe3lHL1TOTCFbLiAvRcPNr+/03icunJXBGZgTv72/0t7UppL52u7d31zM7I5w4o4ZHPg+cO3x0VSG/+7CEhy4o4L39jZS19jE7PYI73zoQ0J4KkB4Z5J8vPE6wWs6x1j6/Gt2EeAPL8qJ4fEMFAHctzeSDA00caTLxz6+qOX9iLKG67+fAutPrpa3/Bq1Xy+i2+BIPogifHmrmF8uyWHukBS8iN85NJStaz80L0vjwQDP5scFkRwfx41f3YXd5mZhg4IzMCOq7rfx4fiobj7YRqVdy2dQE9tR0c6hfxfaDg83MSA3lvjOz+fhgM26vyLK8KDRKGV1WJ786M4dNx9ooazMTVjSNZVkOPj7YzI8XZnPjK/sCRGzmpIeRYNTwkzNSCdbIeXtvYFV+WV40t75R7M+6KqQSXvjBFArigiltNpEUquH8iXH8c2s1c9JCuWpmEu/vrScqRMPe2m6C1XImJxkHBdQXTYnn85IWNh1rJz1Cxy+WZbF6fRlflnfw/NWTefDTUhZkRTI12UioTsErO+u4emYile19LMqOpLi+J+B4OdH6Ia+xGSlGQtTjC9jREN5vuH77onQ+L2lFLZeyNC9qTPNGouDz0Xt4beA957GLC0d9DEEikB0dxB2LM/joYBMxBjWXTIlHJhn9eXhFkfmZEQHnkR8bzPK8qFEfw2J34HB7cbi9AZ0Lffbh58sC0EWCOgRsA8RNpHLQx4z+GOMMS0uvHcNYqtunAcFqOS2940Hq16Xd7ODOpZl8cbSNvbXdTEs2Mjs9jPYhNB8GIpXA9JRQtpZ3cqixh6J4AzNTw5CO0IoeqlOgkksChDq1CukgG8OTsbg8nFMUQ1W7hUONPcxODyPRqAmoIA5FrEHFwxcWsKu6i4MNvcxICWNqcggxI1QaY4LVg85To5AOuV7+XzMvM4LXb5hOq9lOlF5JeuS4RdX/h7EEqauAFFEUx/CkPH2RyyRkRem5++2vuGhynK8t1eIkOkhGaFsV3nP/TkJaPtfJurn0uR3+1rCCuOBBoknpETrSwnW0mxzsrO7iJ2ekcuX0xIBB7IRQLbctyuC6WcmoFVJ/Bi03Ro9E8FVbz58Yx4cHG7lnRRa//6gEk82NUibhrqWZWBxuZBIBpUyKQibh8mmJPPdlFWaHm+QwLT9flsWDn5bi8oi8srOOOIOah1cVcKzFjEwikB4ZRIfZzrVzknltZx0LMiOo7fSpB0sEuGpGEmWtZpblRnHjy3s5uyCaK6clEB+iIkglC5jblUoEEkLU3LYoHa8oIhEE/rWthkunJLCnupOpyUYau20szYviwU+P+vfbU9vNPSuyKWk2EaKRI/0ejwrpVXJ+MCuJ+94/zN7abm6al8q+Ot+C9EBDL6XNZl74wWQyIoP81bzbFmVwwaRY7nzzAO8XnxDN3lfXw7zMCF7ubzv/+fJMNHIZ8UYNExIMrCtpY3KSEZVMypoDTcxMDeXa2cnIJGBQy7n9zQNcPTPJf31oFFI+PNKJYcpizpuioqbTwqpJcaxe7zO5vn5OMuWtfdzyejFSicDl0xJ45MICGnpsOFxeXttVh8vjDWgLcnq8/H1zJc9eNZmLJ8fz4cEm/vhJKRdNjsfucuPxiBQlhrCzxjff3GvziZpMTzGyo8q37YdzkvnscDNrj/iqzEdbzOys7uLKGYnsqemmx+pkYXYEohfuePMAy/OiyI8LpqHbxo/np9LSa2dCvIH9/YHqGZnhaBRSYg0qziqI5qP+gDg3Rs+qyfHjrb6jxO0VSY/U8eTGCqKDVdhdXg419JA5OX7knftRywVWTY7jcFMvle0WBME3Ex2lH/0ixusVCVLK2FPTxfWzk2notrKnppu5GaNX75QIEqra+3j6sgm0mhzolDLsLs+IlYmBqCTugOsWfIkoo3oM11NIIpz/HLx9ra+iKlfDyqd84knj/Edo6rGNV1JPIkSjoKpjcJfVOKMjIVTD7W8cwCNCRmQQO6p8wdwjq4a30vKKInqVjOkpIcxJD8Xp9qJXyYYUYBuIzenm1oXpPLmxAqvTg1Yh5eaF6dhdw9+vkkO13PXWAeRSKRmRQRTX9XCgvofLpyUOu59cJmFXTRcJoRoig1WoZFJ2VXczPWV4H+rcaD0PnJvX7x7hO88HzssjbwzdNv8tdlV3sa+umz6HG51SRo/VzZQRfG7HOTVjCVIPAwZO2MWMMwLpkUH88weTeWt3A78aoJpqWnY1C8OiSZVI2HSsLWCu7o3d9fzm7Fw2HWtjf10PExMNFMUb+MfWKlbkx9DUa+fdfY1cM9PXnig/qZ0j6KTMbn5sMC9fNxWH28uX5R0szo7kWEsfl0xJQCGTIIrQ2G0jL07PPSuyeW1nLb9Ykc31L+3xn1d1h4U3dtezPC/a32ppdXlwuD1kRQexpriR9UfbmJ5s5ONDLSzPj6Kzz8ElkxMI1sgxaOR0W508tr6cSL2Kmxf4gs+UCC23vVnMj+al8MdPTgSbdyxO58FPjlLZr8KqUUh5+MJCnG4PWqWUL8s7WJgdQZBShlQiBEio763tIisqiPMmxHGwsZe5GYEWId8nluVF4fZ4eW5LNW1mB789O4d/flWDor8qVRQfgvYksRW3W2RXTfegYwmI3Lk0g1+vOaHce9HkOLRKGS98VeN/3U3zUvn4YDPnT4yjpNnEWfnRXDIlwS+ytLIwhnijb5ZuV30fcQY3j2+oYGluFDfN8820eryiv8Lv8Yq8tL2W2xel8/QXFRjUPk/dus7BUvb13TYcLg/BGgULsiLptjr59/Y6zsgKw+b2sOFoO3q1nPvOzOa5LVU8v7WaxTmRPHnpBBRSgRiDmrOf+irgmG1mB1qFjFsWplHW2sdHB1uIClax+uJCPj7YzF/W+UzOJycauHVhBpMTQ/CKIEjg39vrMGgV7K/vJUynYPVFhRg0CjIidcSGjPuijRaXR+S9vY3cMCeFph4bCpkUo1bOvtpu5o6yVdfp8vLuvgYmJoZwZkE0EkFgS3kH9d02po/yPNweEZ1KxtLcKN4rbiKxf4xCPQal8CCVhFlpYfz0tf3+++ectFD/aMZo0CulzEkPJ1KvYltFJ2mROpbkRKKXjdHSKH0x/OhLX4uvNhyMqTCGqvA4w9PUa2dK0rdnHu7bgE846dvVgvldos3s8AtOHh+dAl+FNWuYTlq3R6S8rQ+Lw8O+um4mJYbQaXEyOXH461MiSHhlRy1Xz0hCKhVwe7y8vL2GP10wfFAcoVfx7JWTeWZzJdsrOpmdFsqN89MIG8Fqpb7LhlIq4dHPy/zbrp6ZRH2XlbhhnpkymYTz+pX1W012ovRqcmOCkHzL7me1HX18dLApQITymplJROoVJISOi4l9HcYSpBqAo4Ig7CZwJvWUFjTjgMPl5d39gVavf9lQxdQUX/CkUQR+BA63lzXFjfzx/Dy0Sjnv7Knnkc/LuHtpZkDVcO2RFt744YwRMzQyqYToYDXbKjtZU9zEtJQQPi/xKfkO7PF/7qpJ/PztQ/x0QRrlrX2DFMaPtZpZnOtrL1bLpaRH6DDb3dz+xgG/2Mj2yk5+viyT9/Y1sCQnguIWEwcaejFqFCzJieT6OSmIXpEOi5OJCQZquyxIEBBF+PmyTJp6fEIUUkFCZYeFlYUxpEbo8Hi9IHj5vKSVT/vnbndVd5EUquHyaQn+G0J+bDDTkozMz4jghW3V2Fwe1vx4FsbvactvmE7JNbOSObswBrlUgl4t55yiWCQCBJ/CYD4qWM3SnCg+O3JiflkuFViYHcnvPigJuCbiQjT+IO04//yqmqcunUC3zcnRZhNripu4cFIs2VF6fjQnGRF4+gtf+/WOqi5CNHKunZ3Ma7vqyIjUceeSDB4YkJA4TlW7hcmJRrZXdWJ1upmXGY5OLUcpk7C1vIOd1V2cmR+Fql+AJipYxU/OSOfiKQlsrejgr19UUt1hwenxsvZwC7cvTufPnx2js89JS6+NEK0Ct1cMSGpEB6vQKGSkhGtp6rbxmw9LSA3X0mqyszgngpwYPflxBmo7Lby7r5Gfvraf+8/N5a+bqojQK1mcFcHHB5vZdKy9/7eoJS1Cx3NXTfq6H+lpiVYpY2Z6GD/8917/NplE4B9Xj34G04PAlopOOvocpIbr6LO7aTHZmTFChn4gKoWUHUdaeay/4r+9spOPDzbz1yuHFxEZSJ/Dy8OflwXcP7dUdHLp1NG3QEZHhJPfZmFDiYXLpiVQ0tyL02omLeprzNgbk33/jfMfp7nHRqh29G3cpwMhGgVt4zOpXxtR9NnDLc6J8s+Wfnq4eWTxNkHgs8OtHGr0jebsqOpiUmLIiEkUmUTgZ0sz6epzoFbIsLnc3L00C/ko2tCyovU8fGEBlv6K4WgcFTxekVdOsoV7eUcti3NGLiZIJBIK4gwjvu5/SUOPjZd3BLokvLS9hsU5keNB6tdkLEHqb76xs/ie4HR72FfXw4cHmtAopKzIj8Y1hJT3wL76MzLDeWZThX+bIMCN81JJDfe18p5dFItSJmGDfyHswyvCJ4ebA4LUbouTHdWdfH6klbQIHYtzIsmIDKKyw8KfPyvlvjNzqWyzEhWs5oysCOq7bH6RJpPNxU3zU5EIwpAtIhFBSoKUUu47M5u82GDWHmkhUq8apIb5r201PHHJBKo6LNhdXlbkRTMpMYQdVR1kRukpaeplcmIIf91UicPt5Zcrsrn9jWIsTg8GjZwgpYzpqaGsmhxHXafVX7m9fXF6QGAFUNNp5dx+T6/7zsphV1UX++t7mZ8ZxqTEEF7fXY/F6eH73mgxcCZypFkStULKz5dnEqSS8cGBJlLCtfzqrBzCdUqqOyxkRwcxPyMCs8ONOMR14HB7cXlFuixOpqeGcay1j7f3NvLEJeF4RQbNIXdbXUTqlawsjKG510aLycFtC9P45XuH6baeEPBKi9ShVkg5uzAam8vDtS+eqORfOjWepblRRAQp2V/Xw1t76kkJ17E0LxKzzU1lWx+JoRqW50dR1mrmk0Mt2Fwefn12NuE6FRuP+po/4kPUXDsrmbf21nPjvFRqOiz0OdwIQG2nhdsWpXO40URquJbaTivPflnln9m9bGoCr+6qQwRKmk2Y7GqumZnEl2XtnJHpC2hrOiy+BFCLmeSw8QfSaLG7PIN8ld1ekX213czPHF0nhFQicHZBFHEhWg409PR7/akJDxp9O6bZ5vbPu/u3OdxUt1uYnTbKiq7HM6S6ad8Y2n0BsuIjuXSqwOayDiYnhLAwKxy1dvya+jbRahpX9z0Zg0ZBe58DURTHrXm+BjqVjNnpYQHP0dsWpY/ok2pxuP0B6nH21naPKNgWpJLR3ifQ3uekoq2L9IggIoJGZ3fV0GXly/J2tld1MjM1jLnpYSN2EImIgwogHq84NkPrbzEOtzgooeAVGdHSZ5xTM+ogVRTFzcP9XBCE7aIozvj/n9J3l1013Vz5/E7/l/Bf22p4/YYZaBTSgGAuNVxLgtH3Zc6PM/DWjTPZWNpKn8PN4pxIigZIaicYNVw5I5Gt/QIaoVoFHlGkx+oKGIoXRZG39jbwxwFWGC9tr+HNH83AZHXx5wsLeWRtmb+FZF1JK+dNiCU/NpiaTguRejVtZgdxIRqMWjmrJsbx1j6fmI1CKuGRVQW8ubueTw63EGNQc9WMJIST7ixpETpumpfC5rJ2v38q+Hwn71yawT3vHubmBWn8+NX93LsiG4kANR0WDBoFV8+MIVgtxyOKpIRp6ba6AixuPKdIJSaF+jwpb351P+b+heCHB5u4/9w8LpksEqH/flZRB2J3eShv7aOjz0FsiJrUcN2wannJYTr+eF4+ty/OQKuQEqxRYLa5uP/cXJp67TjcHrZVdvCjeSmD5NQTjBq2lLWTEqGjrMXMkpxI1pe2UtNppc/hRjLEwsRkc/kX/2uPtHLNzERuX5TO+8VN7KvrISdaj8nm5vXd9Rg0cl7eURfwIHttVz33rsiiodvG4+vL+MWKbGQSgV1VPp/e44JMn5e0cvm0BFLDdQiATJBw2xvF/mtnTXEj79w0g2nJIdzyerH/O7mz2jeD+OCnR5mZGopSLsXp8fLslZP5zZrDvpndjHAK44KxO30Pm6tnJmFxuLlnRTafHm7h6S8qyIoK4p4V2YNa8McZGaVUwjUzkwjVKkCAyjbLiIqPA5FJvOTHGTjSZCIxVINUEDjY0Mvl0xJGfQyFTDrk9TsWASeNQsaMlFC2V50QPJIIjNgGNxCn28Pft1Tx/NYaAD461MK7+xt58dqpRAWPXml4nG8Oq9ONw+0du3ft9xy1wvcdMjvc6EfwzBxnMF5RHOR5//QXFcxMHb4jRCmTkBah4+zCGN8YmERgTXETyhEsuJweL6/srGNntW/+fX1pG7PTwvjZkuFn13ttTp7aWEF0iJrEUC1tJjt/3VTJz5dnDeuVmhquGyTcGR6kJOV74qubHqElVKsI0FgJ1ylJj/x+/H7/C/6Td9hvn8zWfxGX28tzX1YFLK5dHpGvKtv559VTuOe9g1R1WJmUGMJvV+ZwtMXM1opqwoOUzE4L49ZhZpaUchk3zk1hekooDV1WpFIJkXolswbcuJp67Ty+PrA1s9XkoLTZhFGnoLi+J2DGAeCDA03ctTST9Agdv1pziOoOnydldnQQqybFc0doBk6Pl9wYPa/sqGNtv61JQ7eNP31ayhOXTCBIKfOLK63Ij6K8rW9QNaKxx4bV6cHm8tBjc3FuUYyvStf/MHv0ogKK63qpaOtjdnoYT22sGCRWsq2ik+V5UXwywOA+NVzLvrpudP3nMJB/bq3mr5dPQDmKFpTvMnaXm5e21/Lgp0cRRV/r7lOXTmBp3vBS8HKZhBiDb8HbY3Xy2Poydtd0c3ZBDDWdVhZmR9DYY+OZyyfy2w9LqO6wkB8bzHkTYvnzZ0dZnhdNiEbG8vwYPF6RHquT9aVtXDQlnhcHfP7hOuWgavvru+u5ZmYSV81I4pwiJ0eazDy3xfdglkklQ1adeu1uNh1rIzFMi83p5svyDmIM6gDFYIC39zZw28J08mL1VLb3oVVI/R6cBo2C8tY+KtotAed0Zn40f91cycLsCLQKGav7W5y1CimPrCrk7ncOYnN5uGFuCn/fXElKmJbSZhMhajmv7Kyjun92+miLmdXry3j9htFOQY4DPsP5Wxal87M3D/gF4yYnGrhm5vAiHANxe8Hq8PD+/kY6+nwLhFlpoWPybBQQuWRKfECCLVgtJ1Q7+gDTbHcxJz0MQYBtlZ1E6VX8YFYSPVbXyDv3U9dl41/bAlvGjrX2UdbaNx6kfkto6rETplOOVwuHwKhV0NprHw9SvwYmm2tQQt7lETHbh79/aBRSzimKYfW6Mryir7PkriUZaEZIsLX3Of0B6nG2VnRwzcykYfer7bQSrlfy+PoT73fzgjRqO63kxQafcr+4EA3/uHoy9753iNJmM7kxeh44L8+/FvmuE2/U8uxVk7jv/cOUNpvJidFz/zl5w87bjjM8/8kg9XtSsP96iIKI031i4auQShAE6LG6mJ4ayts3zaTX5iZMp2BLWQc/fvWEvWy4TsnL108d0m/RjyDw8Npj/huYSi5hdmrYiff3iriHqDZ6+lszhxJ584oisQY1X1V0+gNUgNJmM029Nt7cU++bO12UzrrS1pP2hfK2Ph66sICNx9oojDPwuw+PcMOclCGrnsd9K7OigthV3UlhnIF1Ja0cbOjlaIuZSYkhbDrWhl4t53CTieX5gUGWT7k3i9wYPbtrusmMCkIulfD8liquHuKG6vR46bGOrcXuu0h5a1+A6JTLI3L3OwfJjQkmzji6G2NJs4nXd9dz26IM/jRg7jlEI+dvV07kwkmx2FxeylvNPNBfqZ+THsanh5u5591DZMfomZUWxhu762kz2bltUTrFdT0kh2uZkRLKza/tD3g/j9en2FzRZqamw8JHAxIPHWYHcSGBwadCKkEqCLjcIlKJBBGBz4608IOZvlk7ieALdKxODwuzIkCAn7110CcgtTgDqUTgmS8qWZEfxZMbK1iSGzhHppJJcHtEiuINAYIOFqeHRz4v47aF6UQbVLg9IiEaBecWhXOgoZfaLqs/QD2Oyeb2B0njjA6PV2RNcVOAovme2h6ONJsoShidMI3HC5+XtAT87b+q6GTFCMmagTg8IrVdFu5YnMG+um4iglQkh2no6Bt9oBuklLOhtBWVQspPF6TR1eerODx2SdGojyGK4pAjF6fqJhnnv09zr2281fcUGLUKWk2OAPeBcUaHXi1Hr5L5E6vgew4PV50EsDo9PLGh3N9q6vGKrF5fzvMjzPWfavR0JD0ii8PN3zZXBrzfXzdVjkoDYGJCCK/fMJ0uqwujRn5K/Yz/FB6vSHWHhTaznUi9iuRQLZIxdOmMlUmJRl67YTrd/6Xf7/vOeK/KfwiFVMq1s1M40mzi+tkp2F0eRBFmp4fhcHkQEEgK1dBmtvPntUcJ0ymYmRpGj9XJV5WdbK/sJFgt92fKu61ODtT3UNZqJtGooabTErBIsbu8fHakhYJ4AwAxBjU3zE3hnb0NTEsOpdVkp6S5l6xoPfVdVo40mYgOVgXYepyVH01UsJL9dYPVXqs7LFw1PRGFTIrL4+Xny7LYXdPF+tIT4s4GjZxnNlVw3ewU2sx2XB6RL461sbIwhnf2nRCLCtHIMajlXDo1gbvfPsjVM5N46osK/4JyXUkr1R0WLpqSwJH+uYovjrbx4/mpvLitBovTw7RkIzaXl2c3V/L05RN5bH0ZxfW+1+pVPoGdgaI/V81I4v5PSvjH1VOIHIMNxXeNk5UUzy6IJiMqiPeLG8mJ1lMYbyBUp8Rkc3KgvpfSFhNxIRomxBuINqixOT10W53csTiDitY+JAL+B0+31UVpo5mc6GB++uo+5maEsyg7giCVjOe3VlHSbAZ8IlblrWYevaiQ2984wMajbaya7LP/KK7vQaOQBnw25xTFsrO6k2tnJTM12ci60jb/z98vbuSJSybw58+OUtluITxIyQ1zUnjhq2oumRLP23sbWJAZTqxBjdPt5UdzU9D0V0uj9L7Kxv0fn2h5/92HJfxieSbXzEzCi0h9t40wnQK5VKAo3ucP6/Z4uWZmUsCs+HEq2/vIidHjcntx9H8PvKKXpDAtxfU9KKSSQR6/WuX3u3r/n8Zsd7K3dvA96FB9L0wb3TEEoKTJPGh72xgqqUaNjJQwHU9uLCcrSk95ax8fHXSOSQjL6vSwNC+aNcWNPLWxgmC1nB/OS8E6hpnUeKOa8yfE0txrY2FWJGVtfXxZ1j7eMvYtornHPm4/cwoMajkt4+JJXwuTzcVtizL4x5YqmnrtxPXrKJhsw1dSHS4vLk9gEsvh9o44CxkfoiE/Vs+hRpN/28QEAwkhw1c2TTbXkO830nmCLxFd09WH3emlq09CYqhuTOMQY8HrFfnkUDN3vnUAh9uLUibhLxcVsiI/+hvtgjBoFBjGg9P/CP/JIPW073uZmRrKU5dO5Mev7KPP4SZYLSdCr+T5rVWUtfZx3oRYZqWGMjc9HIVMwvrSVsJ0Su5dkY3b6+XL8nZW5MegkAo8v6WKp7440Xa2ICuCRdkRAUHiwBYyiUTgnEJf6+VHB5tIMGp4+rKJpIbrCFLK+OfWai6flkhNp4WKtj7OyAwnOUzLpqNtTE02+r0fjzM7NQyZVOBwk4n39jXi9Hi5ZEo8uTF64o0apiSFEKpVcMfiTPocTjIjg9AqpJQ2m8mPNXDjvBR2VnWRGRXEkpxIPj3UQl6cHrdXRKuUDqo2VbT1cXaBQE6Mnk1l7eyp7aa5184V0xPJigpiw9FWHlvvU81sN9spjDP4g9QXttVw97JM9tV109br4LxJsahlUmo6rbg83++B9WC1HJlEwO0VmZUWissrniTvnsjdS7N4bVe9Xx1aJZdwx6IMMqKCsDs9lLX08d7+RqKCVdx3Zg5//7LSH/y6vCL5sXp+dVYOz2+tRiYVuGVBOm/vDVSs7ra66La4eOziQhp77MQZ1aw93EJLj52/XFTE2iMtHGsxMy3FiEEtJ8Go4S/rytEoJDx8YQFbKzpo6rEzLzOcJzeWMzcjnHtXZFPXZeXLsnaunZ2M1enmsmkJ/OHjUu5c6guqDzeZKO6/duemhwVkoI9zuNFEdbuFXy7PIi5EzYvbann8kglUtffx0FqfQMXKwhgWZQ8W6ZmQYMDq9PDsl5UszIrC7vISEaSky+JkVlooHq8Y0B66sjBmyLnGcU6NXCowPSWU8rbAcYSsmNFXYpRSgfmZ4by1tyFge8YYArsem4u0cC0PXVBAh8WJTilDJQ9Mfo2EQibwycEmEkM1LMiKwOr08NK2Wv54ft6oj6GSy7hyeiLv7GvkhW01ZEYG8ehFheMtY98iGnus40HqKTBo5LSOB6lfC6NWyT3vHWZJThRGnYIOs4O/b67kmSuGVxg3aOSDtE/0KhnB6uErsPU9Nu5elsVXFR1sr+xkVloY01OMNHTbSIs8dWdfkEo+SK9Cr5KhUw0fUvQ53JQ09/L23kb21nYzJSmE8yfGMVkZMsjp4j9BdYfFH6CCL5D+2VsHyI7Wf2/mYL/vjOmqEAQhEUgXRXG9IAhqQCaK4vH09ZX/8bP7jqFVythR1emfqbtmZhKPrD3m/yI/ubGCyvY+piYZ+e2HJYCvt/9AfQ+PXzKBn7y6jzCdirgQNX89aXh+49E2bl+cERCknlVwopXN5fHyr201vLLTp5JZ32Vjb20379w0E5lEwnkTY6nrsjEvI4wz86Mob+2jvstKrEFDsEbO3PQwvizvQBDg7IIYylrNvLa7nqRQDXcvy+SBT0p5a28DL1wzmSc3VvDgJ0eZkmxkSmII2TFBVHVYuH1xBk99UcGbe+opiAvm3hVZbClvx2R3MyczzB9US4foJZFKBLyir4K8JCeSz0taaeyxEapVIAKF8SEsyYniWIuJijYLKeFapiSFsLumm84+B2UtfZyZF822yg42HW2nodvGQxfkE/09n+FyuDzcsTiDv26qZGqSkdX99hnHeWl7LWflx/itZORSgZ8vy+K5L6tQyaVMTTby+u56AOq6rBTX9XDzwjQe/bwMmURAJoV9dd2sK23F3G/rUdJs8gfGA2kz27G63Bg1cr6q6KS02cR1c5L58GAjCzMjmJJkpNNiRyWX8acBvsG3vF7Ms1dOwu720tpr5+qZSXT1+WZcq9rM3LYkk+e+rKS6w0pVf3ttr9VFUYKBl3eeUIXtsbmIGCIjG6JRsMPcye7abu5cksGfPj3Gwfoe/3cFfPPZbSY79yzP4tF1ZTjcXpLDtPxscQa/XnOY8yfG89iGMqxOD0atgp+ekcarO+u4dlYSuTF6jraYkUslHGzoob7LyoRRtqmOA15RYGZqKFUdFqSCbyERbfDdB0eLG4HcWD1HW4I51NiLVCJw0eS4MbXISgSBXrubF76qobrDgkwicNm0hBGN5geiU8r40bxU/vTZUT451IJKLuGWBekYx5BV77I4eHRdGVvKOwCfBsDeum5evnYqed9yC4bThfpu25hmlU8nQjQKmntsI79wnEG4XG5+dVYOf99cSbRBTXOPjV+dlYN7hGS7QirwwHn5/O7DI/RYXRi1Cn57dg6KEUT85BKBF76q4aJJMSzOjqDVZOefW2u4bvbwtlWReiV3Lc3ksQ3l/ve7bVH6iOutmvY+fr3mCDWdvvGyxmIbhxpNPHlpETkxp55l/bq0mu2Dkox2l5c2s2M8SP2OMOogVRCEG4AfAkYgFYgD/gYsBBBF8fA3cYLfNQa204qIAZkmgM8Ot5B90uyp2ytytMW38H9rTz03zU8dcnGVaNSQG6NHIfUZG7u9IhaHG61SRl2nhTf6g43j2F1ejjSaUCukVHdY2FbRSW2nhncHtOJeNysJi9PDxVPjuWxaAgLw/Fc17Oofpq/ptLKupJU5ab4gtqXXgdXp4a6lmWw42sb2qk4SjBp2VnWws7qbCybGkRerp7Hbxu8/KiUjMogZqUoeXXuUa2enkBUVxL7abn8gOvA8jjabcHtFrp+bTEFcMHmxwTz9RQW7a060Av7p/Hye/bISk93NrQvTmdEvHpUQoqGp106b2Uljj4056WEca+ljTrob3fdYwMGoU/Di9hounZYw5ANCFMHqcvtv1Etzo3hjdz1NvXaun5PMqzsDrT+Ot65OSzayLC8KrVLKutI2mnvsLMqOQKeSsa6klatnJPL8VzX+/c7IjOBgYy+N3TaW5kbSYfb5VXaanZS19mG2eTh3Qgx2p4ePDgZaCQFsOtbGl+Ud/lnUS6fGc+HEOIrre/j39hpWTY7npe21SCUCC7MjUMgkWE+S1z/Y0MuvzspmS3mH//ednRbK9FQj4UFK9CopHx9q5taFaUQHq/j7lsBE0I7qLi6blsAjFxYgApmROn7+7iFWFsXy2Poyf1DeZXHyzKYK/nBOHn/+rAyXx8vC7Ag+P+LzqfvRvNQxfILjuL1eJILIOYXRvLarHp1KxvLcaMQxNEE4XF5KGk1cPTORHqsLpUyCRiGltXf0FR2ZRODTQy3+OWO3V+Sl7bVMThx9wqHX5qK608K05FBW9ne2HGzoIWMM83nlrX3+APU4PVYXx1r7xoPUbwkN3TYyx2cuhyREo+BQU+/ILxxnEHKZjOZeM5OSjOyp6WJaspG6bisxIcOPLPXaPTz02VEumBiHWiHF6nDzp8+O8fAFBcPuZ9DIOasgmg3HOjjc2EtBnIFzJsQQrBk+NOiwOHl8Q3nA+z36eRk50XqSwrSn3K+h2+YPUI9T2d5HQ7ftGwlSo/QqVHJJwCiPRiH9Xo+Afd8YSyX1J8BUYCeAKIrlgiCMzsTuNOLswhi/96h0iLY/9SkkwSWCgEcUCQ9SkmDUUBgXzIGGEzf6cJ2SeKOacyfEIuBTzP3DxyX89fJJLMqJxOUR0Spl9J40EyAIJ4RhzsiK4OG1gT6WL2yr4ZaF6TT32Ln/41J+uiDNH6AeZ09tNz+am0JHn4OKNjMrC2P8raMAu2u6+f3KXD4vaWNHVSedfU7eL/b9DY40mdh4tI0/nJOLQibhx/NT6ba6iAtRsyI/ioo2C2E6BWa7i+X5UWREBrGmuIm/f1nFo6sKAwJUgIfWHuOKaQk8sbGChm4bu2u62VfXzVOXTWD1B0f8SYEjTSYun5ZAj831vQ5S0yJ03Lkkk/veP8zFU+KJNahpHJDFTg3Xkh6hY05aGFsqOkgK0/LRwWYAkkI1/PSMNOxuD3KphFd21NFisqOWS5FKBGo6LGw81kZ9l+94Jc0mpqcYiQtRExqk5JELCyhv60OrlFHZ3sea4iamJhvZXdPNouxIGrqt/LH/OjncaOLL8nb+ec1kdtUMnj+USSXYBiR0XttVz9kFMVw8OZ7JSSH02t38aG4KNqeHR9Yd44zMSOwuL2q5FJvrxH7Fdd08dnERjT02jFpfRffmV33CTSvyo7locjy3vr6fX67IZkFWBBsGdCao5BK0ShlqmYBGKedYax9nFcQQqlMMqhp39Dk53GTyW43sqe3ml8uzuHBSHHkxwwigjTMIhVSC2e6hocfG3IxwJALsquliZsroHY51Sgm5scE0dtvwiCJSQaC8zcGCrMhRH8Pp8bKntmvQ9oF2CSMhCAL/2FI9aJ9leVGn2GOoYzDkrLP8VCon4/zXae6xBfhTj3OCEK2CljEkh8Y5gd3toazFTEq4joXZkahkUirb+igaITllcbhJDNUQolFgd3swapXEBKtG9Gd2ur08u7mKo62+hsjSZjNHGnv53cqcYfdTyaR0W108v7U6cPsIljen+vlI+31dkkK1rL64iDveOIDN5UGjkLL6oiKSQsdHJ74rjCVIdYii6Dw+bCwIgozTXNF3KKYmGXn8kiJWryvD7vaSFRXE0ZYTgh4/XZBG1ElZnIggJW6viEIq4fyJsRg0Ch5dVcSzWypZX9rG5IQQrp+TzE9e2e8XJIgOVvGTM9L417Zq5meGExWs4jdnZ1PVYaWzz8GHB5oJ0ylICtUQY1Dz1MYKrhpCBdcrQmKohu39PqzKISTLc6L1BKlk3L0si+K6bvYMIXKyqayd/NhgZqWF8eyXgRWq44Hz6vVllPaL7ajkEh66oICkMA1RehW9NhdflXdwRmYkOTF6Lp+WMOQNttvqZGJ/ZePvX1axIj+Ku5dmYrK5BlWt39nXwPVzhm9b+a4jAlOSjbz1oxnYXR7OmxDLc1uq2FHVxdz0MG6an0aMQcPvz83l+a3VmKwukkI1zEwN4609Df5EiFwq8Mvl2fx7ew1tZgfbKjuZkmT0B6jH2VHVxe2L05EKAi0mB2/trafL4vt8JQIszY3kgY9LuXRqPE9sDGw9dri9HGvxzWZvr+rydwvolDKi9KoAbzEAk93F3rpudlZ3sb++h0SjhkXZkcxICeX9/Y0Uxul54pIiqjosvLe/kUmJISzPi+JvmyppMzs4f2JcgIDXRwebyY7WIxUkHGzoZUK8AYNazuaydhKMWs4ujKa+00p8qIYfvLjDX43NjdFzzcykAGslvVqG6qTvyvbKTp67ciJy+bge3Vhwe32q1C9srfFbScUb1WMM9gWkEoG/bq70Z80zI4OYnhI2wn4DjyCQFxvM/rqegO0jzXUNxCOK9Nqd/PSMNLKig7A63Dy9qXJMc61GjYJrZiUF3EcL44OJ+57YNHzX8XpFWk0On6fvOIMwahW0mUYvWDbOCbwiaJQyHvn8RDHhB7OSGNKeYQDhQQrSIoIG7RceNPy963jnxwUTY4k2qGnosvHp4WZ6bcMHt6nhWs6bEOsvyABcNDme5PBTV1EBQrUKluVG8dmRE91UZxdEY9R8M4UEiURgWW4UWbfqaTPbidApSQrTjltHfYcYy2pqsyAI9wBqQRAWAz8GPvxmTuu7i04l45yiWOZlhOMVRS6dksDWinZqOi3EGTRsPNpKdLCav10xkUONvQQp5UQFK2k1OXjnphnkxRoASIvU8cC5+dy5xEmQSsYfPioNUMxr7rXTa3MRqVchEQSae2y8tL2O4voeooNV/P6cXFRyCRmReoI1ch6/bAI1/WqpA70D40LUlLWY/apXhxp6WTUpzi9AYtDIuWFOMm/urqPN7CAnWu+fCxyIWi4lRKsgSCnj9sXp2Fw+JbUt5R3sq+2m0+L0B6jga0V+eUctSrmUdpODe8/K5tZFGQRr5L7ZxT6HX4V1oIrc/IxwsqOD+MdVk9lb24VeJcfi8qBwDg6uFTLJN5ah+zbQ0G3lyQ3lvLW3AbVcys+WZHDhpDhWX1xEr9VFsEbu94lNDtPx27Nz6bI4WZEfxe7abl7ddaLV1+UReXN3PXctzWJvbTeC4KvonIwgQFq4jl+tOYJBLefpyyayrbITk91NtF7Fv7fXopBJ0KvkqGRSILCyb7K7iDWouO/MbGo7rcilEiYmGHh8Q2BAG65TEh+i4V/bavzXYpfFQU6MnqJ4AxMSQqjutPDDl/cSpJLxk/lpxASrKG02sSwvmoQwNf/4smbQ+W8t7+CsgmjeL27i4VUFfHa4mcU5kTT32ClrMaNXy1lzoCkgqDjSZOLiKfHIJL6ASimT8JP5aXRZnSzPi+LTw74HrlImGQ9QvwaC6FMFH+h1XN9lC+gIGAmnR2RNcWNAW9exVvOYfFLVcglXz0iipuMI3f3z82fmRxM2hoqZWibhn1dN4ekvKnjqiwrCdUruXJpBctjoA8wIvYpZqaGkRegobTaRYNSQaNQQ9A0t5MYZG+19DrRK6dDPFrcNOqtAFwHa8ME/Pw0waOR0W524PV5kI8xEjhOIALyyM9Aj+aXttSzKHr4jxObyDrnf4iHEAAeilEn5xfIsXtpeS/W+RlLDdfxiedaI6yadSs6V0xPIiNRR22klMVTD9ORQtCOIH4UFKZmdHsacjDAq2vpIi9Dh9YqEB31z7beCIJAcpiV5mDbkcb69jGVF9QvgOuAQ8CPgE+Af38RJfR84Lj9t1EKhPZiOPgdfVXaQF2egpdfOL949xL0rsvjb5iruWZ7N8pnRKE+6MchlEiL0KspaTZQ0mwa9R1OPnZvmp2Cyu7j9zQP+im1zr51fvHOINT+dhdXpxup0kxSqJSZYxSMXFvDkxgqK63uYnBTCFdMS+eumcm6Zn8T7xU18XtLK/efmEmfU4PZ4cbi93PveYcwONxMSjby2q44b5qSwv66HxTmRCILA5rI2LpgYS2SwkoP1vdz7/mG/jcllUxOIMaiGzKzWdlmZlxHBlvIOfv72QR48P58ui5OwIAUapYy/b65k9UVFrF5fTn2XlYXZEVw1IxGdUs6inEjSIrS09Nr57EgrUkEgUq8MsGS5c0nm91o46d19jbyxxxfAWZwefv9RKSnhOuZnRhChH/yQkUl911OEXkXFSUqq4Ps8woIULMqJYFZaKF7RJ0e/r66HuBA1y/KimJIYQpfFyQUTYokxqPnFO4e476wc3t/fwCs7akmP0PHcVZMpigvm1kXp/PLdQ/7jh2oVKKQS9tR2ExeiJiVci1GjYMPRVu5c6hNH2lvbQ0F8MHcvzUQUvby3vxGdUsZPF6QREaTkl+8e8geQZ2RGsCIvmo8PNfPgp0f56+UTeeCToyQYNVw0OY4JCQa+LG8P+B1TwrWEByn42ZIM8mL13Lwgg8NNvUTpVWwuayc7Wk9tV+DMDECbyc7jl0ygtMWMRIB/bauhudfO7YvS2VDahtvr5ZKp8f+vz/N0RSoVqOkcnPg62V5pODxekdrOwZ/byeMPw+H0iKjlEu5cmkmbyY5WKSNcp2QsDUOCROCZTZX+lvb2Pge/fPcQ/7xmyqiPoVfLidIrsbk85MXokcskhGjkpEeMz0B+G2jothIx1KK6YRdsXQ2qELB2QNoimHIdCN/fROlQyCQS9Go5HX1OooLHZ//GgsXpHlQ09XjFES2sjlsenryffYQODpVCyuP94kfgmw99+osK/nbF8LZbDd1Wrn1xD2a7mxCNnG6rixCNnA9+OpuYYTo+og1qCuOC+exwMzHBKpq7rSzPjyFylNdJn93ley+tHJ1yPGl3OjDqIFUURS/wXP9/4wxDR5+D6g4LolckQq/ivvcPs7/fLmXtkVbOLogmMzKIRKOW+87MQav0SYefHKSCT731mS8qmZka6rfaOM7S3EhyY4KpaO0LaCkG33zV/rpuHvzENxN4y8J0ZqeH8tfNlejVcm5ZmEaIRkGLyc5vzwgj58jveHPFRaztikUtl/LkhpKAObyieAPHWswcaTJhd7tZNTmOf2ypJlKv4ifz0/jdhyUsz4vi5Z11DBzfe3VXHY9fUoR5iMXivIwIdvTP9DX12mnutXPDS3sJ1sj52eIMRATuee8QNy9MJ0qvpLPPydojLUTqVWgUMv61rZbXdtWhU8q4aX4Kvz4rh4r2Puq7bCzLjWRK8uhn2r5r9FqdvLuvYdD2XdVdzM8ceVQ8K3pwK+XKomg0cilPbiwHQUJGpI4JCSFcNCmehl4rYVolf91cxYGGHoriDawMUdNmdvD5kRbiQzQ8ddkENh1r58Z/7+PqmQnkRAfz82WZlDabMWoVRAeriNGr+PBgE6XNZq6ZmYRF72Zqcih7qru4fk4yv1yuQiET6La6cXt9ldsb5iRT12nhzd31ARXOL461ccfiDD4+5Juxreu28vRlhRTXm3hmUyU/np9KUqjGL9QQb1QTEaTk8Q3lfPDT2SSF6qhq8wmOmewu7C4vvTYXS3Ii/YrHx0kwanh+azX7TmoFPdpi5pYFaeTHBTP9e3y9fZPIJALL86Ioa60I2F4UP3ohDY1CYHFOZIBiM0DKGLLnUomARPB5B6pkEtQKKcEqOWMpBpntbnaeNNPvFaFhiMTHqXC5vby+p4EXt9UQplPSa3ORGKrh39dOG/VibpxvjoZuG2FBJ7X6thyCLauh6DIISQSnFYpfhV3PwbQb/zcn+j8kVKegudc2HqSOkWi9yh/0HSdcpyQyePhuDr1KPuR+Qcrhl/idfY4AK0Pw6S30WIefw6/vstFjdSGX+sYshP796rutwwap4BOk21Hdxb66HiYnhrAkN3rY1x/nUEMPv/uwhL113UxODOE3Z+eSF/ufF1sa59vFWNR9DzE4pdwL7AHuF0Wx8z95Yt9V6rosbD7WTlWHBa/oWyStyI/2B6kAHx1q5pnLJ3LHmwdo6G9pm5MWxp8uyCf2JC+8bquT3NhglFIJV05P5I3d9UglAtfPSWZ+ZjhyqQSdSkaQUhbQLge+m4ZXFFmVo6Wno5FaoxqlTEqiUUNsiJr73jviF535yZRruLHsae7uPIAp+9+I5+fzl3VlNPXamZkayrWzkvjhv/cik0josrj5yzpfe+YNc2O46+2DuL0iMplkyDlSl8dLYbSKe5en8+SmaiwOD0tyItGrZdT1L96UMgkNPTacHi/tZge/ePcQj11cyO8+LOGPn5RyRmYE+bHBaJUy9GoZ7+xt9M8IOtxO7v/4KL8+O5vaDgsr8qPJjNIRrP7+zgypFFKyovSDlPKSQrWIosjhxl6+quzE6xWZnRZGXmwwEsmJ/t282GAeu7iI339UQrfVyYq8KG6ck0hZiwlBIqG8tY/cGD2v767mwfPySDRq+fhgkz9Rsr+uh8ZuGxdNiedQQy/nTYjltjeKaetvr+y2uvjDxyW0mR0kGjWY7G66LE5WX1RIToSa0mYz/9pWQ6JRzQ9mJyOTSegwOxGQ8NaeetaWtLI4O5wrZyTi9oqEaJVDtpkPFJdxurw4PQKv7qzD6vSwen05l09L4KaYYDr7HExMCOGK53f6rI4sTkw2JyI+KyetQobT46W6w8KZ+dH0WJ18XtKKXi3ntoXppIRrSQrTDgpSM6OCuGRaPGG68cXY18Vsd5MdreeCibGsKW5CJZdy1YxE1GNonbb3WwMty4vi8yMt6FQyrpqRRI9t9KJHMkHE6vLy+u5qFudE0dxhoaK1j4umxI36GD7lSOWgKnDwGCxoKtr7aOy28cvlWTR0WYgKVtHe5+JAQw9LgkcvwDTON0NDty1wHtVpgS8fgrwLfAEqgEIDE66A7U9DzESIn/q/Odn/EUaNYtwr9WsgCHDH4gxe3F5LRVsfmZFBXDkjEakwfDeHye7iloXpvLKzzr/fJVPjB60JTyZYLUciEFBYkEqEEcUmDRo5qybFERuiprHbRmyImvouK4aRfFk7Lfzw33v9Yxi7a7r54b/38s5NMwatfQfS3GPj2hf3kBym5YppiZQ2m7j+xT28/5OZRH2Pu+XGGVu776eAB3i1/9+XABqgBfgXcPZ/9My+o5Q2m7j/41J/xUcuFXjoggJiglU09SveZUQEsaG01R+gAmyp6GBHVScXTAr8om6r7OSBj0t9+0XquGVhGvEhGgrDBIxtu8DRS3xEDr8/N5d73j3sDzovmxzN3DAzq85xE/3VLSCRsiV7DRaHm3f3N9JmtnPT/FRWry9DFOHp3WYmX/w7ph78Lc7ST3iiZC7zMsMJ1SmZEB9MUUIIqy8uYn9tN1sHtFA63d4T1hx9TuJC1H4bEfCpVEYHq/iktIN39jWyalI8cQYVXlHkDx+fUAi+fnYyH/erzh7ncJOJVZPiUcglVLSaiDGoCFbLfaqzpa2cTGO3nbSIIO5++yAri2K5ZmYiSWHfTy8spUzKTfNT2VrR4U8MZEXpmJZipLi+h0uePSH8s3p9Ga//cAaTBlhpqORSzs3UMj00CbvLS3SQHGXXV8TLvMyaaqDFJuf9OjNPXDyBf2ytoqTZzNRkI3cvzeTRdWVIBJ8thkEtZ1qykV+vOczKwhhsLjeTEo3IpQJxIRo+PdyM1wvn9lsmqRRSrsu0sa5Mhsnm5soZSTz82TFuWZjO2pJW9tV1MykhhPvOzObhtcf4XXYUFruTL8o6mZEa6hf4Oo5aLkUQYFJiCK0mO6/tquPswhhe312Pp99CZEV+FMdazCSEanB7RTQKKQjw5p4G7u//boHv+3XrwnRaTHZWFsVwVmEMdZ1WwnQKqtutXD0jiU3H2v3KrbHBKoriDeyo7CI/Tk9i6PfzWvumCdEq2VDaxtEWMzfNS8Xp8bKmuGlIz9tT4RUFmnvt5McEc3ZBNCLwyaFmEo2jV3G0urxIJQJxRg0PrT1GpF7JTfPTsI2w0BuIVIC7lmby83cO+YXBFmSFEzKGeVKX20tqqIoHPjlxf5wQr+eMzNNzxvHbRk2HJTApVfwqGFMhPCPwhXIV5J4DO/8KMUUg/f4mTU8mRCMPsOMbZ3Q09th4fmsVN81LA3xVoac3VvCrs7PJjT31fkFKGU9trGB2ehjL8qKo67TyzKYKnr50wrDv5/F6uXJGEi8OEAW8ZmYSnhF8WSP1Svrsbh5bX+5X2D+7MHqQKOjJHB1CJ6DFZOdoi3nYILWu28oP56awpaydNQcamRAfwrWzk6nvsn3rglSvV6S6w0Kb2U6kXkVSqDagQDDO2BhLkLpIFMWJA/59SBCEfaIoThQE4Yr/9Il9V9l0rD2gJdHlEfnscAtzM8L9LYRnFkSzprhx0L5Hmsxc0D8K0GN1Ut3Rx58GWL2UtfbxyOdlrP1BCokH/kEToRSrZ9BS301mVBDbz+5BkCnpkoYRcvhJDB99CnN/AROuoNpp4MevH/Zn1j4+1EKLycGi7Eh2VncyJy2cVpeG30p+wnXRHlp32Hhtl+98w4OUvP/jWZyZH01rrw2JRMIXx3yB6kBhhHf3N/D7c/J45osKavoX9z+cm8ov3z3EbYsyuGRKPE9s9LX0vXzdVH62JAO7y0tMsIq9td1+f8LjxBrU/OXzMnQqGT+cm8JvPjiC3eVFJZdw99JM6rtt/sAffG2Dn5e0cNXMJB5bX47D7eH35+Qh/56KNxTGG1jzk1mUtZpRyiVkR+mJNqj559bqQdfgaztrA4JUeurgqyeI2v0cTP2RbwG142lkohedNpy0OT/jgugULnin0x+UrStppbHbyisXJxDdvhWJ6EWeEEod0UyLjefXn9Vy75k53PveITr6nEgEuHpmEjHBKh789Che0af8+PezQvlgTgUNQQW8XdnLWYUxvLarzl8V/uJYO0dbzFwyNYHXdtbx6yXxPLyui9sXZdBnd3OosRedUsbdyzKJCFLy+3NyaTc5UMqlxIaoCTspuIkIUrG7phutQkZEkJK/LNBgt5j5y7qygNeF6ZQcbOjluS1VeEUI0yn4yRlp3PHWAZ66dCKF8Qb+cdXkfjVgNQqZhIc+O0pJs5nC+GDuPyef/Ljx9qOxYnO6aeq2cG+RnSzPetxSJQVTUinuGjw3fSrkUl/L8O8+LPF3Z5w3IYYw3egDA4VMwvbKTn/LcJfFye1vFPPclcPPZwX8Li4v6w438/glRbSbHeiUMtrMdlrHIOAkw80/tgW2Le+vN+Fxjl5IapxvjppOywkhG2snVKyDmbcO/eLQNNCEwbHPIGflf+8k/8eEaBQ0jUH4bBwfQUo5qyYn8OsPjuBw+9Y6ty5MH7Ft16iW8OszM3jwswrWFDcRa1Dz6xWZI1Y2EUVKmnr9azGVXMKmo+0syhpeFb2uy4ZEInDH4gx6bS6C1XJKmk3UddvIH6ZrRCoREIRAsWKJ4Ns+HFqFlH99VeMX09tc1k51h4XZaaHD/37/ZbxekU8Pt3DHm8X+z2/1RUUsy4saVxT+mowlSJUKgjBVFMVdAIIgTAGOD1GOPtX8Pcd6kg0KgNnh5ozscI40mViWF4lCIjAp0Uhle2BQNjnJF0S43F62VXRgsrtxuD2smhTnn+347HALqc6jtLtV3Nownd0NVsAKtPDAGXFcfuSHBMdNhpBIiL8TDr8FCFRNegqzIzAw3lvbzQPn5ZEeoWPtkVaae22syI+lXJDg9pb4X9dnd3O0xURsSCSz08M51Njrn3+o77IyKTGEvbXd2F1emnpsTEkyclZhDGa7m6e/qKDX5qKm00L8gKrGl2VtyKQSntlUhUwicM+KbD482ORX8k0N15Jo1PDAeXlIJAJ3vnXAr9xpd3l5aO0xbpiTwpP9QW+sQY1cJqG4vpeMSD3xRjVv7WngJ2ekETdMhu67TmqEjtSIwAreUL6OHSdva9wPu/vHy+Mmw7s3nPiZpR32vUT9hEfpsgTaDZU0m+kjjvCqNWiatsFOFRHL/oxk5zN8Nu8m/lqhpqPP915eEV74qoY7l2T624m6LE7u+cLMmynHSDLv41nrlRTFGwa1LTf32glWyyhMMNDtknDX0kx2VncxM9XIDXOTkeBLnjzwyVEODvATvnVhGhbHie9geJCSEK2C84piSfDU8mHBdiI3Pcuesz7H7gr8rs5MDQuQ8O/oc/LWngYWZUf6Ax+PV0SvlrGtspOd1V1MiDewIj+G1evL+Oxw83iQ+jXQCg6enmXF8O6l4OlX1dUYmXbu66M+hkwi4b39Df7PCeC9/U2jms8+jt3l5d19gfdIj1cck8qwXCphWmo42yo6CdUp6OhzUtvRR2G/avtokHrtAYrm/nNxjlemvg3Ud9mIPF4xOvKer51XNYyoVeoCKH4FMpeD9PQQezHqlFR3jD7JNI4PpVzCExvK/Ulmu8vLkxsreOna4dvFvZYu5tX8lRl5ejo1SYRaKpHVrqUt6Ebg1M8kGV5yY4Mx2dwo5RJ6bS4mJBiQMIJlluhFEAhI9J5bFItPuubUGDVyLpoUzxt7Tmg+XDI1YcROE7PdPeg+XNdlHbGd+b9NdYfFH6CC7/O7480DZEYFkRI+3mn1dRhLkHo98E9BEHT4lLJNwPWCIGiBB7+Jk/suck5hDGuKmwK2XTYtgTPzozmvKA6lXMrfNlcSoVf6gzuJ4FPBndIfpNZ0Wnh2SzW9Vif3n5vP6nVlVHVYkEsFrpiWiMXby1H9LHY3BH5p/7TNwryZPyRu+2/g4lfgjcv9P9P01XLyx62USQhSynhmU6V/2/76Hh65sACDWu73rTxvQgyPrD1KtF7F5rI22vtcXDE9EalEQBRhZmoo5xTF0GN1kRqu5Z9fVWM6yWdLKpHQ2edAIgGvF9JDlQTptKy+uBCrw01SmJaXrp3C/rpeXB6fgM2HB5soijMQFqQMsJYA35c/OUzLPSuysDk9WJ0e/r7Z93scauwhIzIIu8uLYgjf1+87F0yK48OTWqevmJZ44h8uO+CFuXf5Kqj2XgbRVoJWNbjdUiYRONDqQpF1F3Obzwe3HUnlBpDI0Xx6GxfOeZQXlPEBs8l2d2AwWN7Wx+HFNzBJKGdlXAxdFueg7CpAnEFNZJCKnbV9PLelirxYPTanh5e21yGXCfzxvPyAABXg+a01PHPZBJLDtUgFAaNWgeh1k2PeRvxbJwLxUJmV5XlRfHzohF+bwz04wVTSbGJBdgQGjZwvy9pRySS8uqOOyv6qf0O3jdIWM+dPjGVndRd9dic61enT1vefwGvpIHj/X/0BKgDWLowtWyBj2qiOYXF52Fk12L+5qn30C2WZREKoThEwrgCMqRPD4xXJjNLxz6+qaei2oZRJuGNxBjLp6LPo8TpYkq7n8/ITiu4hGjnpxtNLJfbbiNPtpdPiIFSnAJcNyj/n/9g77/A4qqsPv7O9r8pq1XuXJffeCzbY9G5C74SaQAJJ4COdAAkQSOgQeu/VgMEY996LLKv33nZX23e+P0Zea60ONhjQ+zw8Rlc7d0fS7Mw995zz+zHthoEPMseD3gLlq6WA9WdApF7F2uKRTZXh0tbl6eWp3OXxD6pSHic2YNr1DIQlY7KMQtO0GzqrUeSfCfTvFa9TyciONvCPZYV0On2YtUr+sCQHvXLge57f5+fjI9YYH+ys4dKpA/fvO9w+FuZZSbHocHj86FVysqxGujwDB5v6PjLJggCGQSxvvm8abS7cvgAJ4VoyrAYONtipaXfSaHOPBKnfkuGo+24GCgRBMHd/3XN1+ObRPrEfK9PSI3ny4gk89nUxXr/IdXPSmJsVhSAIQfXes8bH8+nuenJjjZw2Jo5Mq4FxiWFouz+IjTYXO6ramZlh4Y3NlUHBGK9f5Ll15SxMzaVL7wJCS8KcPj8qaybM/i1ehZ76ef8hfsdDyNpKyW7+knnp5/F1yeGFz/Vz03lrS6iKqShCWUsXk1PCONDgYGmBEaNejdtnZnVxM8v2NnDx1GT+9OFeHN1ZY61Szq8XZvHg8iKsRjWXTksJZjgBCuJNJEVoMWuVLMmPYXRCGDERRhweP9sq2jFrFby2uYrcGBPpUQYeW1kSvFGPTwonK9qIRikLCVQ1ShlxZg2BgEiFqwulQkZurIld1R0UxIexvrSZu0/J69sq4CfOpJQInrx4Ao+uOEhAhF/OTSfZoqOowUZiuA7tgU/gnSsOH7DkgV5ziOMuJkPRxKl54Xy07/Di//xJiXy5v4GaCBWzo3IBEVJmQMosKPyY5KLnWJB+Hx/sO3x7UB+xUZAeZUBvikCVcCLta8sYnxTOWePieadHFmtJQQwJ4VpqO1xMTQtHrczA6fHz4Y5awnVKrpuT3uthDpKEf12nizvf2wPAvadns6jxWSK2PxZ8jS3nfPbY9MzK1BEfruOLvfWkRRnIj+u945wXZ6LN4SE5XMcl/9vELSdkBgPUQxQ32oN+mp/taeCk/JhBhSdGOIwoUyLYGyB1NiRNlXaxDnyK0Nm7JaI/VDIZU9Iiei2cUiKHru4riiIXT03mHz1aLFIteiL0Q9900Kvl3PHO7mCg6/YF+MeyQp69dOKQ59CFx3Hn9DpOGhVFvUuBWSkywdhGUlTYkOcY4dhQ3daFxaBGIZNB8TcQkQra8MEPTJwG+z/68QepHhs0HwSfB8xxYE4Eem/AROhV1I/0pA4bjVKBWiELebbpVHI0g2y26/wdlM17lHpdJn5XF/JsPbH2fST4+tiA7oFbVPDXj/cHKwA7nF7+9vF+nrts4PuVz2XrNSaK4HfagP5LhS1GDbe8voNr56QR6Fbv/+cXB/jPIL2zBrWCU0bHhtzfzxgTj149tI27hk4XLXY3FoMa6yB9s98Fq0nDr07IpL7Dxe6aDmZnWYg2aYalrzBCKMPahhAE4WRgFKA5VF8tiuJfjsF5/WjRqhScOCqGmRkWQETfh5eT1ajhsukpdDq9NNvdHGyws7q4mZwYI0mRekzdimsF8WaeXl3a6/gqm8h4zy60ysigUJIgwAdnm4na+Huo34lS/QTC1D/x4ZgnWFD+IBH7XuSeE2eydeJUqlu7yAwHi8bP1wd672ApZQJd3gC3LcqiwLOTT9pUzMiwUNos9eKsPtjEjfMzUMplyATJo/PxlVJQ2mhzs72yjWcvGU9hg4Mogwq3Typ5kAkCSyclMjPDglopo6qli1aHh5c2SCbUe2o6iTKouWx6Ct8UNSGXCeyp6WBGuoVfn5DFQ18WBfsmbp6fyZriZmo7XLy/vQZBEDhldCwz0yMZkxTG1NQIcmJ+nr6CevXha9Du8vLKxkpueX0HvoDI02fEsnDVb0NeX0ckism3E1X0hmRC72zHlzAN8zvn83/T/8iE9NOpafcQplOyubyV/XU2ZsaHgXkiyBTwxV1SFizjBPxjL4QS6bYiE+DGuenkRipItegpa3YQqVdxy4JMYsO0KOQy4sJ1lDU7sLl8/GZRNu1OD2atksI6G9XtTswaFfd9doCiBjsmrYI7TsyhrcvDfZ8VctWstKBowyHmZEbh6M7iKmQCHR6B6ryraYychNFejiMinyZzPvZ2LyIiLXYPl05PQaOUo1YIXDItmZc3VBAQJQn/G+amkxCu45wn1kk/0xG/69EJZhbnx2DSKIk2qXl5QyXpVsm6Z4ShIQgqxJm3Iux8Db65XyqJHHshZJ045Dm0aoEzxsWzu6Yj6Jd6ckEsscOwwFApBGwuL3eclE17lxetSk6X28dwWolaHd4+Pa2r24ZuQYNMRrsulUc/3UNJk4NwnZJ7zsglQxMxvAf2CEedsmbHYe/tA59Km3NDISobCj+C1jIpsP2x4WyDLf+DyvVgTpAqcDrrQKWH8RdD8nR6BqsRehXNdjf+gDhov+EIh1HJJbvA/6w4iMsbQKuUc/P8zEGrOTpM2Yi2QqatuhRsdWCKp3TWg9hN6YQNcFyjzd2rRc3m9tFkH1gVPcUs7yWSmWrRkWweOGjMtBq5fm46t7+zK/jz/evc0WRYB84yNnS68AfE4BohTKtid00H9Z3uQcUx15U0c+sbO6nvdBFr1vDQeWOZmn5selnDNEq+3NfAnlrpGbC3tpMxCWYumZY8yJEj9MdwLGieQFLznQc8A5wDbDpG5/XjxOuUbuJbX0Sv0tOVv5SnqqMR5Apyog1kx5pCMnu17U4ufnYTTXZJVCPapOalK6aQFW3kkmkplDTZyY01sbsmdDcsXh8gU2bnpbPzuH+9jYNNLn4/N5rcXXch1O+UXuS2kfDNbVTMfYNdKZcxo/prYvUCS+r/h2zT4+Bzg1zJjadu4Oo3OoKllmatErNWyag4M+/vqKUwKoG4SDO3vrkz+P5XzkzBoFYQbdLgcEtBUE9/rvMnJuD2iby6oZIlo2ODgbZfFHllYyWRBhUpkXpMGiXL9oRmPprsbnJjTbQ4JPucU8fE0eb0sKOyjT+dOopOpxeNSo7H6yc2ysCL3QEFosgHO2q56+RcDjbYeWdbDcmROh6/cAJa1c+zTK6ty8Oag81BsSqATptNEvvowQ57GM1hF1CRdipFjV2cOCGKRU3vEAVY1/2Z/IUF/HOTP9jrqVHKOCVLB57x8PGvDk9U/CVi9GjSYiO4yRpOmkWPzGvnlS11zMmM4M+n5eH3izg8PgprO/nrR/sYnWBmbGIY3xQ18cW+huAuslIucMHkRO75dD9FDVLJZqfTR0AU+dcXUh/Mnpp2/nXuaJ5fW05xk53ZWVEkdtsrRRnVnDo6loRwLVe8sZdmu5rkyHGcNS6eh97dHjzls8fHU9pk56UNldyyIJOtFW3cvCATf0DE7vZx1/t7eOriicEewW2V7ZyQa+XL/Y2kROo4cVQ09312uI/1kmnJeAYxUB/hCEQPQsNeqXQSpA2Prc9L2ach4nAFuOeT/cHWA5kgsKG0ha0VbUxNH1gE5BBev1S58fWBJpbvq8diULN0chKRw1Dm1avkpEbqKDuixzphEJ/DnrTY3dz69p6gZkFbl5cbX9/Ne9cbGZ0QNuR5Rjj6lDU7iDapJeG5rhaIzBzagTIZxI+H4i8kobofEw17YeU9EDNGahFRdgfpogjNxVLwWr4GZtwCCml9o5TLMGmVNNncI16pw0Ahl1PV6uDKmWkIgiTEU93WxZS0gTc9/S4baV9dB+7uDbLOGtJWXEfjeR8OeFy8WY1SLoT0wKsVMuLDBr5fuZRm7jo5lzc3V7GtSvI7PXdCAm71wJUrMpnAKaPjyIo20OrwEKFXkx1jHFRUyGJQ8+X+BpbtqQ+uEdQKSatiICpbHFz30lY6XdLGdV2Hi2tf3sonN888JlolZS2OYIB6iJ3VHZQ1O4jQj2RTvw3D2ZidLoriaEEQdomi+GdBEB5AsqXpF0EQ/gecAjSKopjfPfYn4GrgkI/JH0RR/LT7e78HrkSyurlZFMXPh/XT/NCUr4VXzobwFPB7UVVuImn2m9z9SQmNNjfT0iL4y+n5ZEZLGb4PdtQGA1SAhk43H++u5daF2dw4P4Ot5a34AiJ/eG9PsCdhSUEMk/RNsOzvTHTbeC59CY6ELCzWychWrOp1StG+GlYxnhnnvQztlXR2tLL3tFXU2AWSjSC6vdxxUg7VbU60SjlmrYIog5qv9jdQ0+4iL9bEPz49bNNx4ZQkWuxeXli3D5VCxgWTk7hsegpev3QznZgSTkeXlxfWl5IUqWNbZe8+sV3VHXi8ASL0KuQygcARIiHVbV0syrOyv87Gja9tp8PpZW5WFEaNgvYuLx/vqmNTWStRRjXXz83gjc1VQWXgdcXNLC6IpazZQVmzgya7m6Rh2FD8VLC7vDy+sgSbKzRT/kk5LEk7EW3p4Y+WKSqB//ugJCh4tKq4hZYZc7gx/HVkbSWM3/ArXj3tadbVy5GLHqabmslfdxNi7NhehV6KAx/RELmAL0qcXDA5if+s6O53PtjGO9vquGpWKs+sLuPiacm0dnkoarDj8vq5cV4GD3cLRshlAreflEN5cxf76g6XFd22KCv4ObhhXgb76zq5+fXtnDgqhqtmp/Hxzlp2VTTT6XDx2C/GEW2SVKMj9CounZ5CcoSOP3SXAR/inW013LpQso4QBGnnc2+Ph4xBrcDu9vG3M/J5YV051W1OJqWEc/tJ2WRaDdz46vaQ+V5cX8Hi/BEvy+EhQuHHvYerNsLYpUOaISCKyGRCUJH8EEEV1iGgV8sRBAGPz8+C3Gi6PH5EUexlDj4QYXI3vz0ph9++tTPYDnHptGRM6qHPUtFs6yWq5w+IVDZ1jASpPzAHG+xS0FXyGcSMloLPoRI7DjY/BROvlCpQfgzU7YCV90L+Ob0tdgQBojIh4nrY9z589ntY9FdQSZmtKIOamnbnSJA6DFxeP1FGDXKZQG27i7gwDREGVZ+CnD3RuBoPB6iHcLahcTb1fUA3abJ67pln5ncrOvAHRBQygXvnm0iVNQAR/R5X7/BT1+HCoFFwSkEsHS4vtR0uIvQqEgZJUq4pbubPH+2lpMlBhtXAn07NY2bmwPZaqRY9/zizgDve3Y3bF0AhE/jHWQWkWgYOimvancEA9RAdTi/Vbc5jEqQq+qkaUAznPjFCCMO5Ux5qMOgSBCEOaAFiBznmeeC/wItHjD8kiuK/eg4IgpCH5L06CogDvhQEIUsUxYE/nccLfi+ePe+zY8FbfFanRasQmJkVzfWv7Asqm64vbeXuD/bwzCWT0GsUvTKkALtrpBuNxaDmxFQl1O2g4BSBUjERl9zAq9uaUHWUBcVu9MUfoweQXYkYkYbQGloe3CmPIE6vBredLlU4L4ffwL9elQKHk/JjKGtycKDBRoRehdvrx+Hxc9vCLMYnh2M1OcmLNQU/5JF6FXq1ImjR4PP4eXZNGfefXUBHl4uPdtWhVsiJNWtYmBsdzIZurQgNVFMi9eyq6SDFouPSaSk8s6Ys+L00i56GTjfhehUPfXkwOP71gSYmp0bwTVETm8paAWiyubn/s0J+vTCLB7qza3nx5qBCa3qUHjEwnCXmT4fyFgcf7KjhqllpIeMrSuwULb2dfK0R+f73ITyFFo8iGKBmWg3My7HS6PFRV3AN8avuQGarZox9DWP2PAZiQLr2lFqEzEW93tcRNQ6NxsRJo8y8tim0Z9rm9hEQpX8fW1nCH5bkIAgCf/9kP8mROm6cn4EvIDI63sxbW6qIMUsZ0SabmympEWwtb2NccjjZ0UaqWrtYUdgIwKe76/l0dz1/PyOfGIMcUabg3e016JQKTsy3cs6EBP6xrJAb5mWECDodwtvtCef0+IkxaajvYUJ/weQk7nxvN402N/ecVcCm0hZSLHpmZkTS1uXtsy+2pQ915RH6R1SoEa25CE2FoePhyX10u/WNQi5w3sQE7unhLWpUK0gIH7qHXpfHx+ubK6luczIr04LHF+DeZYXcf87oIc9h98K726q5dHoKcpmAQi5j7cEmZqUPvfzbJDgJ0ylp7woVS4nQjGTof2hKmuwszIuGfd9AwfnDO1gfCbpIKfCLH3qP8g9GWxmsvA/GLIWItP5fJ1dKQWzhJ1Lrx0n/AIWWSINkQxNifTbCgLh9AR79upgFOVYKEsLYWdXO1wcamXDZpAGPU2mNIJNDoMdyWa5EpR24FNbbUcfp+++k4ISbafAbiZZ3kr77bjpj/gXxuf0f5wvwyFcHQyroNpS08vDSsQO+3/66Tm55fXvwuOJGO796YwevXj2FrGhTv8cp5DJOGxtPfoKZhg4X0WYN6VGGQUvJw/UqFDIBX491oFIuEDkMnYHhkBplYEGula/2NwbHFuVFDxpMj9A/wwlSPxIEIQz4J7ANyWf46YEOEEVxlSAIKUOc/3TgdVEU3UCZIAjFwGRg/TDO8Qdlc8KlXPRuIyaNVKYhNwY4MkZaX9pKvc1FusbAGePiWFPcHPL908bESf8T8MOmp+Gbe0kCkoBARCaqKU9BX3v7B5YRWPIg8rcvlUp5Af+ocyiRJTLLsxXUKvbqZvDQil19nntP2xKby8drmyqxuX14/SJ5sUb21dkYnxzG6oO9d+a2VLQTbVIzPyeK0QlmXtlYwfrSVnJijNwwL4PtlW0c6C7ZTInUYdQoGBVn5u2tVTx03liMGgX76yVRH6Vc4IlvSvjz6aN6vY/bF2BDaWvIWEAkWF6ZEqlDJkgZabVCxkVTk1H+DNV9QeoO+tUJ0s53drSRmnYnCrmAQiagis5CHn4VLRNvptGtQOGQfn+XTEumy+PnhXXlhOtUjF+0mBNmOzF5miB2jNSXdAivE3wuxNhxCHXd2URdJAfTLibCpiU9ysBne+sZCIVMxhf7pNdUtHTx7+5NiXnZUQRESS3wrpPz+MO7u5mYEsFjK4sxaBScNymRh78s6jVfQ6cLt0/JXz/ZGSxf16nlPLWqFFGEmjYnGVYDxY2HFV/VChkGtSRW8dzacq6fl959Pg7Sogxsr2wPevHe/1khSwpiuXdZIb+YnMQFUxJ79eXoVXL0KgUNna7DNhUjDIjb40WXOlcqGXR031+seQSM8b16gPtDJgjsqGznd4tzqGh2oFXKsRjV1A1DvMXtE0mPMqCSy/jfmnKsJjU3L8ikyz30fVIPcr7c38iXPRYpIJWVDxWFXMYv56Rz/+cH8Hc/QM6dkIBG/vNsWzieKGmyc/khmw3TYHv0fRCdD8Urjv8g1WOHr/4K2ScNHKAeQhAg52TJkmflfbDg/4jQj3ilDhcB+L9T8vhwRy0Pf3WQsYlh3HVyHn2u+Xrg9oNi9u9QrPx7cMw3505cAYGBnkJ2bTyRzkZyVl1PzqFBgxWHJo6BEqJdHj9tXV4UMoFwvYpWh4cmu3tQld6q1q6QwBYkq7eqVueAQSpIPtY5MSZyYgZ+XU/SLAbuOjmXP3102FLx7lPzjlnQaNYquWleBuMSzVS0OkmK0DIr04ppML/aEfplSEGqIAgy4CtRFNuBdwRB+BjQHKHwOxxuFAThEmALcJsoim1APLChx2uqu8f6Op9rgGsAkpKSvuUpHF18yHmvVM4dJ+VQ1+FCIRPIjjb22hGPMqiDSm2zs6K4fm46z6wuQxDgmtlph82J2ytg7UMh7yFrPUiBtgVUUaAxh1qHjL0IecU6mPErKdslVyGv3c4piV7ahAm0FH2CP30uSyclsr6khdJmB6uKmrh+bgYHenhDqhUyJqaEMzYxjKdWl/Lp7jruOiWP97dXE6mXVA3314Uqu8WFaXh/ew3XzU3n318e5ECD9P29tZ3c/vYu7jkzH7cvQHuXl9r2Luo6nChkMtq6vJQ02fAFAhxssLOupJlOp48wnZKUiN43EQGwGtU02twh40kROn51Qiaj483sqevkpvkZyAQBAYYlnHK0OB6uT0ld0YnT4+fmBRmUNjtwef1MTY0k02qArXuRV+7m7sZz+fuJsRTEmfAHRN7eWg1AfaeLW9/ewyuXnsOMkoek8rTEyVDVow29ahP+xf/E3t6Mz+Pkmw4rBlkU3xQ18cL6cs6fmMijPeyNjGoFPTc+lXKBNIuh18ZDcqSemvYuFuZGU9xo46b5GSRF6kgI1/LxrjqyrAZSInXsqgktbzJoFHxV2BhiZSNCMNv58a5afrc4h/e317K7poPTRsexINfK3roObl2YSbRJg6z79Watkr99sj8YJID0MD30sHltcyWXT0/hN4uyeeKbEgrrbSRF6Lh2dhqrDzZR2drFpdNTvv0f8BhyPFyfPVHIVfjlGhRjfyH1tAkysNUTUA/dc9bj8zMjIxKb249KIUOllOEXRWKGsVFg1sipbXcG7Zuq25zc+1khT108Ychz+EU5VqMao0bJ1LQI6jpcfFPUhK4PAb3+sKPl1U1F3LIgE49f6r1aV9xCvfPnkZE63q7PQ7Q6PHj8AcLr10P0KIalqHWImAJY+zD4PZL40PHK+kel4DRuYNXVEAQBck+Dbc/DtpeJ1C+iqnUYgmE/Io7VNRqmU3LHuyU0da9xtla0Udfu5LELxw94nFxjRNFSBAv+KCU4ZDIUTQeQp5804HHtqlg8858mbd3vkLcexGfJpWzaPTiVUQz0U5m1Ss6ZkCAp8HeXJVe2dmEepH9fp5IjEwhJ3shlAhrlsdmAUylknDgqmsQIHTVtThLCteTEmlAMw1ZsONS2O3l3Ww2RRjUKmUAgIPDetmpiTGpizEOv6hnhMEMKUkVRDAiC8CgwrvtrN+Ae+Kh+eRz4K9L68a/AA8AVAx7R+3yeAp4CmDhx4nFRzxlAZFKahTvf2xMsLXhNJedPp+Zx+zu7AUnt9OrZqTy4vIirZqWRG2vitkXZnD8pEQGID9cdLl8I+CHQY1dKrgJETK4aBLcfZt4KTYVgq5dsGxImS/2wR5gpu9JO5aLVcXR5xnM2bXh9AcYnh7MgN5qnV5eytaKVR5aO5YOdtRi6VWGfXlVKRWsXF0xKJD1Kz0PLi3h46VgCAZEGm4u1xc3BEuDECC3x4dpgEHooQD2E3e3D5vKxtriZM8fHMzrBzMbSFrZUtHHLgkw2lbeTH2fisunJfLG3geRIHYtGRVPZ6uDcCQnEh2vxB0Q6nV5iTRqumpXKvcsKgze5WZkWatulbElLt1XIe9urOXN8AjMzLYM25B8Lfujr0+b0srKomc/3NSCKEGlUs6uqg5VFTTzxTSkvXD6JmTIFYYWv8+8zzye25WvunzuWSz9q6DXXvrIqZlRvgpSZkDhFygA07JEyAjIFMlstplV/Q+axc/KE6xCcCpYbRrO53INOLeevp4/ii30NJEXoSInUBa2JcmONyGUCs7IsfLGvPlhubDWqWZhrxRsIcN9nB4IbIjqVnN8tzuEvH+3jkRXF3HlyLgcaCoMB6NjEMBDB5z/CY87tw2JQ0Wz34PWL3PNpIUvyY/j1CRnsqunkljd2BF+bYTVw9cxU6jpdpFn0xBjV1PTIxGVFG4KLLlGEDpeXiSnhXC+k0+bwYNAoabG7eW5dOVlWI+dMiO9T3fuH5oe+Po9EITqRlyyXFvAVa0Cph4SJyKo3Qk7vkvK+0CjkmLUq7nz/cI9wpF7FoxcOfZFtc/lYtic0+y+K0DCMbGwA+Ev3Nb9sTz1JETruPasAwxCtEgAMGhUyQeDB5YerBeQygVtOGKJIz4+c4+36PERRg42kcB1CxRooOPfbTaI2gjEWarZC0tCFwb5XytdA0wGYdv3wj5UrYPRS2PAYlsw8ttj672v8MXOsrtFmuzsYoB6itsM1aAuJ1l4OpjhwNEpCV9H5oI9E11k+YNlup9NLnSaPxkUf0NnlwqzX0OERMA9SPaJVy3G4fcHqJ4DTx8ahG8S3VKdScNHUZF5cXxEcu3Ra8rDuj8PB7vJy3+dFvL/9sJ3ZuRMS+ONpozD04b36XWnocFHb4eTFDYd/vhNHRVPX4RoJUr8lw/krfSUIwtnAu6IofusPpSiKwZWwIAhPA4cUM2qAxB4vTege+1EgQ+DLfQ0hte9dHj+lTQ7+ec5oHB4pWHt9UxWlzQ42lrXyznXTiTZrSO7Lyy8sGcZejLt6B7vzb2efw0y0QcGCzuUQmw9f/B/kLIb4CZLSoFwt2YfYQhdZ1V3KoM/qprJWzpuYyJPflJAVY2RBdhRnT0zk+TVlnJgfg04t5/pXtgWPfXhFMdfNSefKGSlsK2/B4Q0wOTWcS6enSJlKQVrYtdk91HW40CrlvTy+AJodHj7dU8+ne+p5ZOlYTFolk1MjWVPchChKim/VbU5Oyo8hM9pATZuT6ekWfAGR9aWtrCtuxqRRkm418OrGSv582ijs3aXIRo2ClQea+KZIKhMcnWDi3+eP+1kbJ28oa+X37+4Ofv3IV8XcujCLdSUtePwBnlpVyuTpMagmXU1c83pchngS9/yXBPPlwSz12MQwEsK1JBrd0Lgfij6DxkLorILIDNj1OqI5EZm9AZqlxbRm5Z+wn/kiKdEWFvq15MSY+P27u4gP07G7up2EcC0PnDcGs0aJRimn0+ml3ekJ/j3tbh9NNjfXvbKNP502CnsPwYMujx+NUs7dp+TR1uUhMUzNfWcVUNriQC4IRBnUqBQyFufHMi3dwsEGG12eAH5/gFsXZvHo1yXUtDuJ0KuYkByOw+Pn6VWh/dvFjXbqO100dLr4aGcNfzg5jz+8t5sOp5cMq4Glk5OCImLT0iPRKuUUN9r5x6f7iQ3T0dDp5LyJiaRE6kmz6Ae1DRihG5kSvF3w1Z8hdix4q2Df+8gX/HHIUwgygcdWFoeMtTg8FNbZmJo2NHVfjVJBrFlD+RHKvNphGMZHauU8taqWbRXtTE+PpK7DxV3v7+H5ywfuKeuJzeXjkmnSQq6sWbKguXZ2Op1O7+AHj3DMKGqwEa/zgdMnBQTfluhRULbq+AxSPXbY+ASMPv/bZ3rVBig4h6gdL1Otufzont9PHEMfm5oygUGDOKfaimHtw1LPc2Q67HodnO24ss9ioMLWFIuObw408d/NlaRaDJQ21XLh1CTGJAxcxeLxBnpt6H2wo3bQ6qHkSB2J4VoeXjqWZpsHi1FFU6ebpD4q544GJU2OkAAV4K2t1VwyPYWC+KFX6gyVLq+/V6vH53sbuOw4rar6MTCcIPVa4FbALwiCE6n6UhRFcegF4oAgCLGiKB7yHTkTOCS3+SHwqiAIDyIJJ2XyI7K4CYhir1p7gE6Xj4J4Myc9vDpkvLrNSXmrg+j+ylEVKphzOyuKbPzynRKgA5kAy0/OJr1oOZz7vFSSU7dT2rm01cKU66SFnihCzsn4U2ajUkZxQqaC6dnxrDzQyOMrSzghLxqX18+8bCu3v70To0bJgXobOrWC/HgT83OsAJQ0OvhkVy0PLx3Lsj31fLW/kboOF2eNS+C5tWXIBIGzJ8TzyFfFqBUyMq16bpqfEbQIAalpfHsPhd9d1R2MTw6nvb6TuVlRePwi//z8cLnxtLRIZmdGsk8p54MdddjdXi6dnkJhvY3P9tQTF6bl7g/38udTR/HA8gNcNDUlGKBK83fy9tZqfnti9g+SRT0eeG9bda+xTWUtzMq08FVhI2ekBVDUbIKiTxHCUxGn3obc2cJvx4lc16LgpvmZrC9tYU9NB4lhVmLP+JKcTb9HPf1GqNkGletg4hWIafMR6neDIRp/+To2j7qL/6xX0OBo5PSxceyt6eQvp+dT1GAj2qihtsPJ/Z8dINKg4sxx8eysbufVjYfVWJdOSsQfELliRirVrV3854Jx/GdFMW1dHuZmW/lkVy3jEsOYlh7JoytLWVUU2h992yJJQMtqVHNNt9rvuRMT+M1bOzl9bByRBjWdTi8PflnEPWcWhPirHsIvinyyu44zxyVQ1mznj6fmIRMEEsO1vLejhqxoIxOSwwnTqVDKBW55fQcdTi91nVJw/58Vxdy8IJOZGRZUipEewqEgC/gh/2xpoy2qO1tYmzIsP0mb20+Hs3c/VMcwAjuvGOCWEzK57c2dwUqNUXEmogxDX6x3ugPEmDScPjaOL/Y1kGbRc/cpeTR0Dj0bK5cLvLS+ggnJ4Zw8OpYut49n1pTywLljhjzHCEef3dUdJPqrwJr37Up9D2EdBeuO05LfrS9Inq7h39HXMSINS1wZdcU2xEAAYUTddEh4fQEunpoc9I4HuHxGCm7vwKJpB7zRjJ55O0p/Fyg1ED8Rjzqc/R4rA3U/13e6cPoC5MSa2VzeypTUCOxuH7UdbuLC+w8c/f3kqYaSvypudPD3HgJ3F05JQhCOTcGE29d3RtjTx7P/aNDfvrRsxCv4WzPkIFUUReNwJxcE4TVgLmARBKEa+CMwVxCEsUjlvuVIwS+iKO4VBOFNYB/gA274MSn7qhr2cOmESLYcoWR78ujYkL62nmgHqcNvkVv421eHAziZIFCtzSU1S4PszYsIRGbjMyWjWvOQtPNZtgbm/x9EZiFWbUC+8zWy63fy21M/5Mz3DwRlzJ9aVcpZ4+PZV9tJk91Dk93DLyYnoVfL6fL4efTrEvwBkdEJZn63OIf/fl0SVFItb+lifUkLv1ucw1tbqmnv8vKrBRn4RJE73tnN6IQwHrtwPGXNDrQqOVvKW/mmqIXr56ajUsgI16kobbKTF2fEpFFx+fNbQn7m9aUtXDYjhete3hrsLSxqKOam+ZLVzMVTk1hX0sLm8lb+ctooVhb1FnL6+kAj189L73NX8qdMUYONyhYHFmNvP64Ys4YT82KQB7yc3P4qsl0vSVYIBiu6qpXYZ9xKlN3LsxeM4qrX9wX7qB9fVU5RjpVzxj7M5EAJkTlLwJQASg2yty8DeyOoTXgX3cfvVwQoa5H6RB/4oojfLMriubVlFDXYWTopice/kfpTDzZKWf0Hzh2DUhAw61UICCRH6lhT3MwjKw4SqVfh9gW4fEYyTTYPFa1dTEiOoL7DiVyQse2IzxmA3eVDKRdotEklUwca7Byot+Hy+ntZk9icXk4cFROyG2xQKxAQiNRLwWxujJE739uD0+snzqzhpgWZNHS62FTWyp9OHYXD4+8VBPkCIplWA+NHFC2HjIASUW1EcHVA5QZJlMs6ClRD3//UKAROHxvHYz16oOUygazooT+2NHIZ1a1ObluUjcvrRyGX0ebwDMuCRqUQsLl8vNXd213W7GBDaQtPDqOvVaeUc8m0ZB5dKfWmaZVyrpuThv4YlcSNMDT21nVyvnMr5H7HzQKNEQzRUL/r+BJQai097Hd6FNBnzkFW3EnblreImDxMJeSfKTq1HLfPz28WZeP0+tEq5VS2OtAPUpoaoVfhtIxCue5+MMVAZx3OGXdiMQzszenzi7y+qTJoeVXR0kVOjIExg1hdpVr0pEfpQ6yycmOMpPRVFdiDA/U23tgS+ix+dVMlp46JY2ra0fcRTbXoe4kl5sQYSTlGwknpUQYyogwUNx1+vyyrNDbCt2PIQaogpaUuBFJFUfyrIAiJQKwoiv1mO0VRvKCP4WcHeP3fgb/39/3jlpIV8NpSZqedwoMLr+HxnQG0Shk3LchifHIYogiXTk/mhXWHd8cumJQ4aEmqyxegudtHdXxSGAvzonlyayO5+Xbq5r3Ai6VGSjtFfjFJZJ7tIyxRWdBaDnI1QvUmqSRp9HkUtYu9fLY+2lnLv84dg04lBaZ7a9qZmxvNmz1uILuqO+jy+IMB6iHaurz4AyJlzQ6sJkk0qdnu5szx8Ryot/PYymISw3XMz7Hy+d4Gbl6QycsbKoK9FnqVnPvPGU19p7tXNstiULGlvI0jN+Q+21PP+RMTSI8y8MwlE9Cp5LQ4PMzLtrK5vC1EYXVaWiRlTQ4Kfkaegruq2/nF0xuxu338fnEOepU86NOoUcrIjjHxVWEjf55nRv3SKzDpKqhYL/WXAgaZHP+C/7G2squX9cWKA438LqsWXUchqHKhs1JScbR3XxfuTjSf3sxt097kxi8PH/fKxkpmZlqINev4ZHddyJwBEQobbDTbvaRYDLy6qYIT82N5d1sNV85MxR8QWVPcTIfTS3Kkjv+uKA6W0p8/MYFxSWGsPhiqjG3QKIKm5A63D51KzsoDjfxichIvbzxsh7OkIIa4MB1jEswkhGv5bG89KZF65mVbeWTFQa6bk85HO2sJ1ymD12dth4tnVpfy0HljUSoEVhQ2EqZTYdYqQwJVuUwgNWpEbn44iEIAWkohZQYUfwkak5RRdfXeiOh/EpiaFolSLpP+dnolZ49PwGoaeqbK4fHz5KrSXjZFKRY9c4Y4h9Pj590jysscHj817UPPpCZF6BFo5FcnZKJXKxBE2FTWTKplZKHzQ+HxBShttJGkKoLw0777hNZcyVf9uAlSRdj0FKTPA9VR8o+UK4g2KKj68j9E5M0Hw8BemCNIpf5vbuldCXVywcBK0mGeekzthZA4SaquS5qKuXU3PlMSYO33OLvb18uTubDejqMPq7aeWDUij59k4tndWtZWOJidauDyfAWRg/hB96X+K4qSdsSxIMqo4bELx/Pc2jJWH2xmdmYUl89IIXKQ4P07vd9F39/7/RwYTrnvY0i6EPORBI/swKPA0Jttfoo4muHT20EMYC75kLOqv2Zh2sl4xl+By2JCq5R+xTfPz2ROlpWSJhtpFgNjEsMGbdyONqq5cEoSL22oYFFeDPd+JpVIVE0bzcVvVdPl6WBmhoV6eQSfWK9lnFVOtv8g6k9uOBxAlKxAvWg50p/rMFqVnNImB789MZt/f1nECaNiWV/SzJHUd7pQyWV4jhCkkQkCl89I5dY3d+DqLkXZVtnOtbPT2FbRxtxsK49+fZB7z8qnstUZIgbg8Pj5bG89kTol09IiWV/aEvyeQiagU/XOGBg1CrJjTWypaCMnxsgza2rYUNqKVinn6tlprC9pZnN5G3mxRrKjjWwsayHNYkCv+ZGYpn9LShrtFDXYaLK7OXNcPC9vrOCxlSU8cfEE1pdIv1edSsHjK0todXi4cXwGKLSgjwoGqAAE/GRt/wfls9/u9R4quQyFow7t2nsgfT6+cZej2Pjk4RdEZoBSR7TYDD06YAxqBV1uP75AAEMffwedUs6akiYSI7VcNSsNu9vHH0/NY83BZr7q3hjZVd1BQriWi6cm89y6cgDanD5unJdBaZODmm6Lg9PGxLGnh9pvQriOFoeHFoeH8yYm8sgFY9lZ1YFZq6Skyc61L23hiYvGIwgCubEmfH6R+k4XfzwlD7vHy69PyOSal7aG/q6bHMgDTp5b08T45DDsbh9/PyM/aLmkksu456wC0kd2TYeFP+BDIQiUesKpG/UnZKKP5NZ1xOqGsXARRDw+PwcbbIyKM9Hl8VHf6SI+bOjqvjJBQK+W9wpSVfKhl2oFRBGtsvccwylnk8kERieGc/vbuzjYaCdCr+JvZ+RjHrEx+MEorO8kVuNFY0mT/Ci/K9Y82PgkTL8RhOMgQ169RVozjF56VKe1GtVUaWYxZtntcO5zR3XunyL9ldH2V413CCOd2FvrOGhdhN16ISZvExlNyzGLnQMep+qnPnVQPYWWEmwemJgWy+RMGf5AgE5Xo5SNj87r9zCLQU18mDb43AZJfNMyjJaK4ZIVbeSvp+djc/swqhXHTNn3h3q/nzrDWcFPEUVxvCAI2wFEUWwTBOE4a6j4AfA6obPHzpfbhnH/65RZJnHZ+13877JJpEcZiDSomZ9jDfZ7DgWFXMYVM1NJtehDMlH7OzV0efxMSgkn1qzhka8O8uBiK4mNu1CUL0McdTaCxgSr/wU+F3nqFtIsWkqbD98YLpqSzOubK/H6RR46fyyf7qojPrz3Dmptu5MLpyQFAwSAgngTZq0Cu9sXDFAP8e72Gm5bmEWb083ZExLZWt6Oyy9lo6xGNaeOiUOjlFPX4aS8xcmUtAgi9CrWFDeTHmXg2tmplLV0YdIoggrCggAXTE7i9Y1VZFj1fFXYGLQtcXr9PPLVQR6/aDwXTkmirt2N3e1DhtTE/lMOUndWtXPhMxuDC+L5OVYePn8se2o7cbh9PLO6DCBkg6HQaSZm7p0oXC295hM6q0jVOcmNNYbYDN0wyUhSYXcBRMkK/JNvQKE2STvu026Euh2IXhd5sXr+cEIyD6+qxuHxc+GUJO79rJDkCD2XzUgJEXMK0ynJjDZyzex0nl9bTlN3xUC0Sc2FU5KDQSpI/dt5cSYmJIfj9PjJjTUCAo/+YhxlLQ5iTRpsLh8f7aoj3aLn8pmpvLZJypxqlXLMWiVbK9t4fVMVLp8/mKX/79clzMmK4oHlRchlAsruYESjkPPY+aN6eRxHm9ToZH70ajm/6/5ZFDKBe88u4PIZqZi0CiYmR4w8lIaJT5BToRuN19/IuJLH8ClNVCaehk9hGNAGoScBUWDZnnp0ajlzs6x4/H6eWl1GcsTQs0JyQeD6uRn88cO9wbEYk2ZYc8ToBC6ZlhxSdpxq0ZMYNvQ5WuxufvPWzmCGo9Xh4ebXtvPxTTPJiR2WBMQIR4ltFW2kC9VgyT46E+oipLLfxkJJSOmHRPTD5mch80Q4yr2jFq1AZdgMqLwFSldC2tyjOv9PjTCtkrnZUaw8cLiN6cRR0Zi0A69jvAEZ5alLSW7dhLnsf7THz6U8ZSkZ+AZc5KsUsj7fT6kYeGOu3GPi42obz609/Ey/elYq1ihDiPrpkbh9Aa6Ymcrqoia2VbUxMSmc6ekW3L5jK+KtkEutZt8X3/f7/ZQZzgreKwiCnG5XYUEQopAyqz9vDNFSP+iOVw6PCTKq5YlUtHTxdWHjsDMrTq+P4gY7dR0u4sO0nD0+nq+7byIL0rToBDcWg4oT8qJ5+MuDPHxOHrNKH8S4+wVpgmIgPFXqOdz0FAntW3n2hIlsqDdQ7jESbjazqqiJhm6xl4pWByqFjPpOF9PTI1nXnYGLMqpZlBfD65sq+c2iLKrbnKRHGUgM1+INBJD1IR6hkstod3pQyeXc99l+ZALctiibSSnhTE2L5IX15Tjcfk4ZHcuk1HD++XkRo+JMnDYmjhaHG18AHl1RzN2n5lHe4qC9y0tihI5XNlZw1vgE2hyeYL9XT/ZUd/DEqtLgjuOfTss7prtzPzRun5/HV5YEA9RzJyQgCAK/eWsXCrnArEwLsWEa6jskO5W6DhdqpQyzTkWTaQlhHfvQCgIhddXZi+lsqmVxfjyXTYqhrNnBRGMLE+ueQ97SLYYlCPgFJWUz7idV3gRf/QX8HgRAX/gxixY9S+TpU3B4/MSZtWiUcgoSzHy0o4bfLc6hsqULnVqOSaOktNFOdbszGKACNHS6aeh0EW1SB69PgJp2J+dPSmRqSgSby9r480f7+O1J2XQ4vdz/2QHqOlxMTYvgxgUZxJo1zMq0sCDHSqpFT1OnExn0Ki1XKWRkRkufTX9ADF47l09PZXSUjF9NMfPvjZIXsUYp458nhNHhV/PC+nJA8hS+46Qcnltbzt7aTlIteu49q4ApaQPZoI9wJH6U6F0NxCy/LDiWX/g69Wf2zur3O0dAZE5WFMv3NXLz69sxapTcMC8dxTAEK2QyEbkM/n3+WLZXthFlVJNi0RMYRleqTK4gN9bIHSdlU9bchcWgIilCB+LQs8INne5eJXi+gEhla9dIkPoDsamkkQzXPrCcfPQmjcqFinU/fJBa8rVkHWPNOepTR+kEyu0CTLwKPr4Vrt8giUKO0Cduv59TR8cyJiGM2nYn8eFakiJ0+AIDL7XbVTHkbLsFRdVaACJLvsScuoCmef9koEJhu9tHlFHNLQsyg+9X2dqFYxALmiqnmhfW7Q4Ze25tOXMzJwwYpCZF6CQhRZOaK2ekUtvuRKOSkxQxYs8yQt8MZ9vsEeA9wCoIwt+BNcA9x+SsfkwoVDDrN4hjL5TKgMyJFC94ir9uleL/A/W2QSaQ+gkfWl7E3z7ex/qSZj7eUcup/13LNS9t5ZT/ruHjXfVcOTMVQYBb852cZCrn03EbSJc3c97EROQdFRj3vBQ6aVtZ925tGIQlkPrJUs5TriJC7uLeZYXBQFQllzEhMYJFo2J4d1s1Jq2SX5+Qyc0LMnh46VieWVXCSfkxWAwqdCo5IiII8OcP99Hl8fUqQTt3YgJNdjdPfCPZewRE2FjawvmTEvnPimI6nT78AZEPdtTSYveweFQMe2s72VHVzqSUCD7bU8fSyUn89eN91LY5mZERiUEt56KpyTTZ3MhlApl9iKFoVPKQkpjn15YPS9nzx4bL46ewXirlMWkVRBpUvLmlCo8/QFe3vcqfTs3j5gWZ5MaauGZ2Gg+cO4Yks5I7Pq1iqysO8fTHwBQPMgWMOgtiJzBaXcfVtsc4z/kGv8uq5YSDfyesqEewkHMaKpWSj5z5+Fw2SaGyBwl7HufrPZVolXJ217bzxIXjOTHPikop595lhSzf18Drm6p4cHkRyRY95S2hi3GA6rYuYkyHyzRzYozUtrt4cV059TYXN72+nSa7m0i9inuXFVLX7WO5obSVl9ZXcOh5/sXeBmwuHzUdbkbFm1ErQm93v5yTzrxsK49fNJ4YkwatUsaD540hTKfkH6uayUtL4KOlUTx/QoBPTpMxKy0Mm+ewEfnZ4xN4bl0Ze2ulv0NZs4MrX9hCWXNoaf0IgxDwYdn1ROiY34u+enXfr+8DnVrGtsp2PtpVS0CUVH3v+bRwWArLCpmcaKMau9uHTi3H45OES2QMPdBt98AfP9yH3e0nLUqPQa3g3e01VLUP7HPYE5NW0Wdpb+RPeNPteEYURTaUNJMX5gPlUVxMW/MkpfRhSXMdZfwe2PEyZCz8borF/RCtk1HRGZA8tnWRsOHxo/4ePyXCtCrWlbSgkAukRRmQC7ChtAWTZuBSf62zIRigHkJR9hVad2M/R0iYNUqqWrt4bGUxqw428d8VxTTZ3JgHydzavYFelUa+gIjDO/C17BdFKlq6sBg1HGiwEWXSUN7s6DXXCCMcYjjqvq8IgrAVWIBkP3OGKIr7j9mZ/ZiITEM45d8U5lzP+3vbeOkLBw6PtHAerLx3d3U75z25Plg2++zaMv6wJBe5TMAfEBFF+L8P9rDsllm8fe00sjq/QfnRTejcNtJmxrBbOweX10+fDzpdFJz2X6jeCJOuRlCb8cutwGFBkjtPziUvzsSzq0v5zaJsihvtlDY7GBVnpqHDRUuXl41lrby++bCgUla0gRPzY3h8ZQn3nTOavTUdlLd0MSE5HJ1KToROxWUzUnhzSxUVLV3sqGonw9o7m/zJ7jr+e8E4bluUhVmnZH9dJwfqbUTolNx/zmh2VXdQ3eokM9rIyxsq+KqwEblM4K6TcylqsAXFoGZmWKhsDfU2FKGX+NJPCbNOsnF56MuDjE0IC5Y/H8LjD/DBjlre31EbHJueHslfFqfy9xkKEvb/B6H0a5hwGYGk6cg6qyHgR/XhdYcn0YTBKQ9B7XZoLYHEqeBqR1G+ivMzFiMr7Z0dEsQAgUCARpuLxk43YxLCaLK7WJQXzbaKtmDWdHSCmZ3V7YxPCu917tPTLbi8fqJNGjKjDUQZ1Pz5433kxpgobnQE/64Nna5evTrbKtupautCKZdx7qQE/vLxPnwBkSijmtsWZdHY6cbt83Py6DjGJYahVspZnB/LpOQImuxurn5hM9XdIjevbIQ/npLD5RPjQB8JSi2xARu3LcrC5xdJitDy6qbKkPe3u31UtTpHRG6GgV7m7TNbqZIN/QPc5Q7w6RHiXCApXi8eRHTkEE6vn921nTzy1WG/1SiDmr+fmT/k8wBIj9Lz6NeH5xAEuGrm0O10EsJ13HtWATe8ui24eLtqVirZw1AqHuHocaDBhlp0EhWTcHQnNsZAwC+JHQ7DbumoUvQ5aC3H7P2j9QKVnQHpQzDxSvjsDhizFIzRx+T9fuyUNTuYkhpJi8PNrup2xiWFMS4xjPKWLvLiwvo9zufvO9Pq68eC5RByGZw3IYGxiWGUNjnIsBrIsBqQD1L2nRKhI0ynDBFZtBhUpFgGbmto7HSzv76TtcWH243mZkXR0OkiNuzYZFO9/gClTQ7qO13EmjSkRelHWnJ+RAxH3fcR4HVRFB89hufz40WhwhyTjquoFLfPhkYp44Z5GUxJixjwsK8PNIX0dYoifLmvgSmpEcFsp9sXoNXhYWJKBKwqBbeUnU3ddh9TTp7Po6sVzM1Zinn/a4fnCU9BcLaArQ7W/QcAIXUO2oxTuG1RFgIwJiGMSalSD92umk4+2V1HQrgWhUzggx21/N/JuZyQG82Tqw73VwEUNdhZUhCLw+OnqrWL8Ulh7KntpMvt495lhfgCIgqZwM0LMnlzSxX1HS6MfewEpkcZGBVvRqeSLsMoo4bZWVZe3lDOdS9vA+DWhVnsqm4P9ij6AyKPfHWQK2emEmPSoFHK0ahk3PbmzpC5b5qfQbj+p515OGtCAjXtTnZUtpMVY2RHVXvwe1PTIvn3lwdDXr+upIXmriSm7HgA4eByaXD1A8jmaaCpEOpDy3dwtUviSjteAYMVEqdB0wHwdhHtc0kKlXIl+A8/qMpzr+GrL+xMy1Fy0VQrWrWCJLUBXWU7F09LwaRRoJAL7K+z8czqMs4aH895ExN5f3sNggBnjY9nb20nn++tJzlSh1mrZPm+BkRREkfqacNxqGe5JxF6FYV1NgwaBdsr24OKwE02N/d8WsjVs1L56xkFvY6zGNVsrWgLBqiHeHB5MSfmzyZOqaWk0c6Nr26jsF7KlI5LDOPa2Wk8uao05BizbkTgZnjI8I+/DFn1xh5DCmSJQ1c+VcgEkiJ0NPYQaAMIG0ZfkCAIvayKmuxumh3ufo7ojSiKLC6IRRRhS0UbUQY1V85MHXayzKxTcuuiLFzeAGqFjFizZsRr7wdi+Z56xnIAoo5yOawgHM6m/hBBqt8Nu96AsRces7ewaAVanCIun4jGHA8ZC+DLP8GZIxnVvgjTqbj59U1Y9CrGJYXx1KpS2rq8vHTF5AGPs+sSMMZORl132GzDmTALmy4RywDH+UVAEIg1a4gxaxCQ7mF+/8A3rMxoI/efPZp/LCukrNlBepSe3y/OJSNq4I20Lo8vJEAFWFnUxLWz0wY87tviD4h8tLOW29/eFVyX/uvcMZw2Jm7kfvojYTg9qVuBuwRByEYq+31dFMUtgxzzsyI2TMudS3K5dHoKckHaER/sg9CXJLfL6w8JsMJ1SmLN3btMgcMBgdDVxKS11zEj7V88b1/KmdMLiK9ZhitmIprkicjbSmHNw4cnzlhAdpQWjygnKUIXYoEzM8PCJ7vrQqxcFHKBnBhjcKHfE1GUyjAbbW5iTBpOHRPHXe/tCb7WFxB59Oti/rAkl+2V7WTHGMiKNlDUIC3wNUoZty7MCgaoPWl1HP4ZN5a1sDg/NBPS1uXlPyuKuffsAv76yT5kgsBti7IprLPRYnezdHIS09MH3hz4KZAYruOvZ+RT2+ak1eFh9cHmYInzkaWthxB9boTiL0MHm4sIRI9CVr259wEBH3i7wOeGsEToqJSsCrQRkojIonvwVm1FdLZRlnIef9sTwZL8cBbmRhPTvTO6pbyVHVXtpETqabS5WV/SwvbugPrdbTVkRxv5+5mSeun/1pYFM6sNnW6mpkXS0OnizHHxaBQCKZE6JiaHs6WijR1V7czNigp65R7KWD2zpozfLspmf11vZcOqVmevsUP01ffj8QeCiovv76gJBqgA26vaWTgqOkTk65rZaSOeaMNFAGXFKgKL/wnFyxHVJmRJU1E27oHcJUOe44xx8eyu6cDtk/6OWdGGYfWlywUBdx8m78OpyDBrlRhUCkwaJTfNz6DD6WVvbQcTksOGPEddu5NbXtsR0qsNkGk1MiZx6POMcHRYtqOMM1XVoJ9+9Ce35sLBz49poNgvhZ+AOQHM8cfsLeQyAateoMoWIDNcDgXnwQfXSzYpsd/Rb/YniEWn5KqZqTy9uowv9kkb8zfOSx/0PqYTHeybci8xtV8S3bCaupg5NMYtIGkQdV+lQsauqnZsbh+xYVpq2pxE6lV9tlT1pLzZQXWbk3MnJOAPiCjkApUtDspbHANaK/anGqzsZ73yXSltsvO7d3aHrEvveGcXBfFm0vuo7hvh+GM45b4vAC8IghABnA3cJwhCkiiKmcfs7H6EKBUyUodhFLwgJ5onV5WGLIQumprMw91ZsBiThn8vHUt8eHeQGjdO6iEMSItiZe0mLp1cyn6djt3+sdjmnEqyPoDcUSG9ZvoN0i5+Zw2CdRQJlR9x8qpkTh4dy19OHxXs2ZqSHsFFU5N4bVMVAVHkpFExVLc6KWqwszg/hk931wfPL8qgJivGSIvdzfPryjljbDwLc6M4IU/yLD1kN+P2BXB5/eysbueDnTVcMjWZm+ZnIgLJETqcHi8vri8nJVLP6ARzMOsxIyOSf38p9f6tLW5hRrqF/DgTe2oP33DzYo1sLmsNlpv8/ZP9PLx0LKePPXYP3OMRtUJOapSB1Ch474bpHKizIZMJZEcbWXWwifUlh0tp06P0pIerpACzq8du5u63cF34MdpJSoTl/3d4XK6USnyto8BeD5/cBl3dNkUF50rK1h1ViFmLqVCmcqDRyXWzoshLTSBcL/mCFTXYuOjZjbi8ARQygYnJ4Zw1Pj4YpAIUNdpo6/Lyh/d2c/mMVKalRRIQYUyimUdXFBMQJXXNu07Jw2pUc83sVOY2ROH2BciJMXLuxATKW7oQRfhwZw2nj4nj6wONTEmN5Mv9oT05F0zpXy82O8aEUa3A1sM+5IqZKcSZtXj9Aapauji5IJbdNR3B8vJ9tZ28fs00ihpsxJg15MYaBzVeH+EIAgKkzEL20U0QOxY6a2Dvu3DB60OeIsaoBRGun5uOXxSRCwKtDg/GYah7GzRyzp6QwHNry4NjWqUcq3HoHncuj5/9dR2MTw7H5fNjMaixubw4vUPXGGzr8vYKUEGyAxtZ1n+/FDXYaOh0kpd8jEqtw5Khq02qeDIOrSz9qOB1wu63YcJlx/ytYnQyyjq6g1SVHsZcAMvugMuXHZM+2B8zoiCQHKHj8YvG09jhIsaspaHTOWjPplKtI75tHQeSzmVnwgUYBB/ZLV8gjz5pwOOSwnU4PH5SLQacXj/pUQaq2hwk9uH00JMOp5f/rS0LSWqkWvSMSwof8LgMq4G8WBP7emwgj0kwDxjYfhea7e5e9oluX4Amu/uYBqn+gIjD7cOgVoxkbL8j32Y1lQHkAMnASE/qd2RMYhgvXzmFp1aVYHf7uXJmCrMyopiZaaHV7iHKqMbaQ0QGtRnOe0mSjHe1wuil6Jt3M3HNAzD3d/DuC3Daw/DGRYdFbfQWOONJ2PAYSbpI5qXn8dbWan45N53kSCmgTrMY+MPiXM4en0B7l5cnV5WwbI8UmF4+I4VLp6ewuayVvFgjGVYjt76xA7cvgFmrZGGelXe31VDWLC3ifQGRlzdUYFAryIkxYtYqmJ9tZXFBLDqlnEdWHKSsuYu52VHYXD7u/mAvN8/P4Mb5GagUcsYkhPHq1VN56ptSWrvcJIRr+dd5Y/hgRy0rDzQyN9vK/OwoLv7f4dKWWLOG/Djz9/Z3O96obHFgc/oYnxxOdPf18o8zR/Pe9mq+2NfA9HQLSyclYo02wvy74ONfHz44cTK6zjKplHfO7XBwuaRanTYHPr1N2m3PORUsmSBkw5hfSHYCG6WSLRWQmXc6maOXgl4O+vTg1Acb7MFydl9AZENZKzKZwMNLx/Li+gr0KjlnjY/n2dVleP0iT3WXzmqUMj65aSb3nzsGrz9AYrguGPwtzIshO6aLmnYnr26sZNmeemZlWBidaOaMsQlEm1VMSAknNVLHIxeM5eX1FYgiXDwtmYK4/tVRM6wGXrl6Cs+vLedAg43zJiZw0qgY5DKBg3U2BBnsr+lkalokp46J49Gvi5mdFUVenIm8AeYdYRAEwJwIc38PB5ZJAisn/gM0Q/88O31+4sI0+AIB3t1eQ4ROxcXTknF6h66qG6ZTE65Tcf3cdL4paiLGrGFaWuSgoiU98QREXlhf0WtROT19oKK7UKKMKhLCtSELQEGAhGPUszVC/zy/tpw5ykJk1qNkPXMkMpnkK1m+DgrOPjbv0Rf7P4LwFKkv9hhj1QuUtfcIFDIWQuHHUPQZZC8+5u//Y6Ld6eWuD/b2Gn/z2qkDHmcOtEFEGNaSB6B2B8SPJ5AyC3ytQEq/x2mVcmZkWFhb0syemg5GJ4QxPc2CVjVwZtPm9oXcn0Dqp7X3URnYk0iDmn+cVcDbW6vZUtHKlNQIzhwXT8Qxas2KMWvRqeRB/RKQ/NtjzEP3zx4uxY02XtpQwaqiZuZmRXHh1CQyrCN6At+W4fSk3g+cCZQArwN/FUWx/Rid188GlULGjAwLk1MiCIgiaqWU2TRqe5T49qRhN2jDYdyFEJkOpatAJsD8/5Nu/DlLYONToaqrjmao2giWTNzOLlqdAUwaBeruLOohwSKNUs6oOBNun59p6RYW5UUTplPxv7Vl2Jw+Xr5qCiJw+9s7gyV1/3dyLr99axeO7ptASZOdM8bGMyk5jF/Oy2BOtpWpaZHIBIGSZjtnPLo2GLSUNNm5YHIiaRY9j64s4eTRcWTHGFHIZUxNi2RCUnjI7yT7RCM3zc9A2/31u7+czv56GxqFjFFxZlKGkcH+qeDzB/hiXwN3vL0Lm9tHtEnNf38xnkkpEaRY9Px6YTbXzklHq5QjCAJ0VEP1VjjvZbDVSjvbSj0oNFIJ1r73YMLlUr/SZ7+X3qSzVnrwnfgPKF4OHRWw+enQE9n3AUTnS6bw578ECin71PNhp1bIGJ8Ujt8fYGJyBCeNikEQpBLca+akc+f7u+l0SgbYD54/hlSLoc9dSEEQSI7UYzWpKW1ysHxfAyuLmiist/H4RePJjjGiUylYeaCRW9/YyeTUCAQBbntrJ09ePHFAMbNok5rzJyXg9AawGNTsq7fxTVEz7U4PRQ2SqFhps4NJKeHcflI2MzOGHnyM0B8yWPswVKyBlBlSlufz38Ps2yFp4MXZIQRBpLLFgVcU+dUJmXi8AdYWNzNjGH8frUrOwrxobn97J9EmDS12N10eP7nDsH0xqBUYNAoQoSDBTH2Hi5Imx7A886KMGh46fyzXv7yNJrsbjVLG387ID9oljfD9UNvu5KOd1dwvXwthvzp2b2TNg7JV31+Q6nHA3vdg0pXfy9vF6gWK2noEqTI5jLsEPr9TCljlI5Unh9CrFMzOtDAvx4pWKafL4+PL/Y2DVucIzjaE966RrAejsqH0G2TbX4KL3h3wuJImB796YwdJEToyow2sLW7mzS1VfBI9a8CN13CditmZFialRuDyBtAoZWwobSFikPtck83N7W/vxOkNkBlt4Mv9jWwub+PFKyYTaRh6xcpQSYnU8cjScdz65g46XT5MGgX/XjqWlMhjs1Zstrm54ZVtHOhuaytrdrChrIVXrpxCxDH4+X4ODOfuUAJMB9IANTBaEAREUVx1TM7sZ8aQa/Kd7fDpb+DsZ8HWAKUroGTF4e/P+DVU3d/7OHsjpM6kyGZg7WYb/zxnDDFmDVvKW7nwmY3BoDM1Us/F05JRyQX21HZS1uRgcX4s8WEajGo5YXo1T148kfJmB0q5jJImezBAPcTHu2r54MYZjOrObB4KMgvrbCEiUQDvba/hkmkpPLWqtFfW48jfiSAIIT2seXFm8n7G2VOQHjI3v7Y92HPR0Onmple388ENM4ju3i0M6fv1uWHnKxCRAiv+dnh8wuUw7iL4/HfQVg6toWJA+D1Qu00SV4odHSw37/Wajkrp3+4gNS/WxOgEM+E6FROSw1lT3IzFqKa+00lcmAZBEEi3Gki3GhibGEajTfIATh7CQ0SrVHDB5CSmpkXS6fQSF64hxnR4Y+fNzVX4AmJQgAzgtU0V/QapDZ0ubntzF2uKm1mcH4PD7WPVwebg9399QiZNNjeNNjeby9u46+Q84kayW98d0SOVk/tcUPzV4XF7w5CnaO/yolDIueejfcHyrjSLnonJA5efHUlurInnLptMZWsXBo2C1Ej9sPql4sK0PHDOGLZVtrOxrIX8eDOXz0glP354mfZJKRF8cOMM6jpchOuUpETqR8rGvkdEUeT/3t/Domg7YbJEKeN5rIhIkwSM7A1SBcuxZt8HUlWMYWDngaNFnEHG1oYj7OASJsH+D2H7SzDx8u/lPH4MGDUKzhgXz7aKNvbUdlIQb+bciYkYeggG9oXg6bZyayuT/juEp7fFW08c3ZnPytauEIcExyAZ0cQILalRBh74oig4dtXMVBIH8Tsta3YEA7hD71fd5qS8xXFMglRBEDghL5qPb5pJk91DlEFNUuTApczfhbKWwz/fIfbX2ShtdowEqd+S4QSpAWAFkADsAKYC64H5R/+0RuiX5G7xhk1PwZTrJFXApDulHkN9FNTvkfoFG/aEHCamz6NFFcseh5VXrzIxJtGM0+Pnka+KgwEqSB8yrz/AyxsqqOlWOt1e1c55ExLIjwsjTK/GrFUGBTxq2kOtX0AqIQnT9t5RU/Wx2NOrFLi8frJjjIP2QYzQm5q2rl7CVvWdLhpsrmCQGoIpHvLOgJptMPo82PWmNF63k0BkFrKznoamg9Ii4ss/hh4bnS8p/baVSwb0DT3KknQRUgA86WpQHy5tiTFrefyi8Xy1v5G7e5QxLd/XwDu/nM7ohLDgWGKEjsSI4V0DcpnQp70R0Ke680AZrX21nawploLSnFgTDy0vCvn+s2vKOHdiIs+uKUMmgEY5dA/OEQYgPEm6FpeH3rNImzvkKWSCwLvbqkP6j0qbHTTahu5PegiLUY1lGH2oPfH5A2yqaOXpVdJCcVtlO98UNQ0ro3uIuDDtyCbID8TjK0sob3HwR83XR1/V90hkcul+Wr4G8o9xNtXdKQWpU64b/LVHiXijjNL2AKIoStU8INWvj78EVt4jffZVP78qqL5odXh4ZnVZsGdzR1U7u6rbSY7IIzlygAPDk6Vne2dNj7EUqed5AFIidcSFaajtoWqfFKEleZDncF2HixfXl4eM/W9tGWdPSMDUx9rvEH2tAQFU8mP7LE2K1JN0jLKnPVH1IwzV3889wuAM5zd3MzAJqBBFcR4wDmg/Fic1gkSTzcV726q5+sXN/GfFQYobbBA/Hs5/WSrhLfwEck6DsjWw732o3iQFralzYM7vpKA1LBlOfRghbiKWzClcMDWVaemR6LqDw7IWe6/3bbZ7egl9vLO9Bre/t/JlXqyZ9CPKbG87Meuw0FMP8uNMJISFBk4XTU3C5fHzyNJxx2Qn7adOVB+LaZNW0X8wptTA/LvBFAeOVjjpXjjvRTjzCWT5Z0B7DZhiwW2HWb+R+pnDU+CMJyBhImL6Aij6AnHK9Yi5p0sBadJ0mPsH6bicU3q9pUGl4PkeYjQAXr/I5vLWXq8diFaHm4931nLti1t44IsDFPah3tuTcyYkhDw0lHKB8yf1L5x0SBkZ+vad63T50Kmkh+ll01MG9YQbYRikzJbKe/UW6Z51yr8l5dMhIopQ095bubnDOfwg9btQ0+7khbUVIWPtXd5Br9URjg9EUVKlf2lDBb+ek4CyZZ+UdTzWRBdA6TfH/n12vy0FxPqBIp6ji6n7UdTkPKJR25IFUXmwbsTV8BAtDneIqBDAzuoO2rq8/RzRTdw4OPNJSJ0rPZMzFsDpj0pVTwMQY9by3wvGMzvLgkGtYF52FI8sHReqg9IHnU5fL9XzgAi2PmzhepIepefk0aECYWeMiyftJ9KqlRal59Qjf76xcT+Zn++HYDiZVJcoii5BEBAEQS2KYmG3Hc0IxwCfP8D/1pbx+MpSBAEK6218urOWpy+bRELuqZA8QyqrNMZID1Fnq7QbaYgBlQ7ix0k7lDIVhCf2+R7hehXnT0zkX1+EZoxyYoy0OkIXd3JBQN+HXUx8uJZnLp3IupIWKlodTEuz9Gu3kBSp54UrprCupJnqNidT0yPJsBiwmtTBkuARhkdmtIHfL87h3s8KEUUpEPvn2aMHzkhGpsFJ94GjEVRG0PRo6p95i1R2JiIJ2ky8ChSq4KJGOOc5cDTgUEbgyzidMGwgyKQX92PQLggCSkXvUkXlMEvo3t5awz2fSlptn+9r4NWNlbz9y+n9qmmPTQzjreumsfpgE6IIs7IsjI4P63f+dKsBmSA9bBUyAZVcFpKZm5gcTrRJzeMXSj2/h3q6RzgKxI+T/ss9FeRySVF6GCRH6jh1dCzPrCkPGR9OP+nRQCYIUmXoEft58pFS3eOeQEDkLx/v5esDTdx1ch4RDesgPE3q1z/WRKTBnrego+bYWcJ0tUhiRdNuOjbz94MgCCSZZBxsDWDVHXHPH3shLPstTLpC2qD6mWNQ9y3SZhyKYnzqLDCngKtFEp8L63vd15P2Lg//+uIAItKm7v66Th7+qpiHl47FpO1fMC4pQofFoKLZfnidGG1SD1rua9QouevkXBblRbO7uoMxiWFMTglHPwwV9uMZo0bJH07OZWFeNLuqJSGqyanhGIYhvjdCKMO5MqoFQQgD3geWC4LQBlQMeMQI35rqNifPrC5jWlokszItHGiwYTGoqWjpIiFcJ5VXHsIc3/eDLTK999gRnNWt5vvi+goMGgW/X5xDUqS2l7rkNbNTSegjOwp0W6AMTdTjUP/hCEcHjVLBpdOTmZ5uocnuIiFcR/pQ/hZyhZRN7aa0yc7qg02UNDqYkx3FxOQIzLo+bqxaM2jNHH6HwVXrTFoltyzI4vpXtgXHdCo5E1OH7mVb2+7kka8Ohoy1ODzsq+vsN0gVBIExiWFD9pbMjTHyzKUTufuDvby2qZK/n5nPE9+UUNLk4IRcK3eclDOof9wI35FBdv77w+byMSYxjPMmJvDe9hrMWiU3L8hEPszY0O7ysaWilZUHmkgI1zInK2pYf/P4MC03zssI2fiLC9N878HyCMNDFEX+/NFeNpS28n8n50lCNeWrh5XN/07IZBAzGkq/lrQBjgU7XoH4CdI9/Hsm3iCjsNXPjIQjlpymWEidDd/cB0v++b2f1/HGqDgTMzIiWVt8WEdhQY6V3KGqx0ckAoMHp4cobXIENRvW99BuKGt2DPjcjA/X8uylk/jTh3vZXtXOhORw/nRqXt9in0cQa9Zy+tj4n6xdoChCQBRRKWQExMCwfLZH6M1wfFLP7P7fPwmC8DVgBj47Jmc1AiJS/9yk1HDu//xAcPyjnbW8ee20fpVsK1scVLY6MWsVpFsNoaI5fRAXpuV3i3O4bEYKSrksaF/y1MUTJMXUuk4W5kUzLd2Cop96+xF+WDRKBQUJZppsktrtNmcbGVGGPnsy+6KqtYtL/7eJqu5NiRc3VHD3KXlcMTP1qJ3jnKwoXrxiMh/tqsVqVHNSfix5w1i4i0g3/l7jgxnIDQOFXMb8nGjGJITh8PiJNqlZkGvF7vITZVSjVY1kTo8ljZ0uSpscKOVSn7F5GIq4IvDAF0Xkxhp58LyxOD0+Hl9ZwmUzhncNf7anjt+8vQuzVonL6+ep1aW8cc20IXtfy2QCv5iSRFqUgc/31pMTY+KEXOuwe61H+H55ZWMFKw80cfepedIz0+eU1M4zFn5/JxE7Fna/CWN/0V2dchTpqILytTDz14O/9hgQbxTY19KPV3DBefDhjTD1eqld6WdMmE7FvWeP5pvCJjaUtTAtPZK5WVEYh5CJ8/kDlDY7aOhwEWPWkBZlGLSC49AzVSaAWaukw+klIPb9rD2SMYlhvHDFZNq7vITplANmXn8udDq9/OWjfXy2tz44dvLoWO49q2BIf8MRevOtcuyiKH4PzRM/bxLCtNx+Ujb3LTsQMm5z+ahodbC2uBmb28ek5HBGJ4ahlMvYWtHKFc9vCfbW/XJOGtfNTcfc3cje5fHR5fYTaVAdFjBAWpwn9BAtsrm8RJs0XD83Y8jn29/cI3w/lDTaufHVbeyvtwEwPT2S+84uIDHi8OLaHxDZX9fJjqp2bC4vk1IiGJ0Qxr66zmCAeogHlxdx4qiYPnuLD+H1B2jv8mLSKgYtfdWrFczOimJ2VtS3+vnizBqun5sekqEya5X97jC3d3mQCcK3enBGGtQc6thSK+REjLSTHHMONti47uWtlDRJapTzsqP4+5kFQxYOCtOpuGl+Bre9tYtleyRVYLVCxoRhqPs22Vx8uLOWu07OpdHmxqhR4PL42VvTMeQgFSBCr2ZRbjRjE83olQrMx8gDcISjQ3GjjX9+XsQfDwWoIFlphSVKrTPfF6Y4kCkkQbqYgqM795b/SeWg3+fP04Nkk4w3Cvvpq9SGSVoGX/4Zznv++zyt45LEcB0XTUvmomkDix71xOcP8NHOWm5/Zxdev4hKLuOB88ZwckHsgKrg6VEGbpybjlIho9HmxmrS4PMHhtxDadL+OIJTj89Ph9OHWatAdQzbdEqbHSEBKsAnu+q4ZnYaY3qIRI4wdH4aheA/QZQKGeMSw3B6Q5ubrpuTxq/f2BnsGZUJ8MLlkylIMHPX+3tCxF8e/6aU2VlWpqVHsrm8lQe/OEBps4OzxydwweSkXrv7Hp+fdSUt/OuLA7Q5vFwxM4VTx8RhNQ7ck7OlvJUHuuc+a1wCv5jSe+4Rji3vbqsOBqgA60paWFXUzIVTpYdNWbOdnVXt/O2T/cE+EkGA5y6bRCDQe4fb4wvgF/vZ+QZKGm08s6aML/c3Mj4pjJvnZzIq/tiVkQmCwNLJScSatby1tYrcWBPnTEjoVdrc1uXhsz31PL6yBLVSxq9PyGJudtSgFQUj/HAEAiKvbKwMBqgAXx9oYkNpC2eNTxjyPAvzonn8ovG8uaWSKIOGCyYnkT+Ma9IfEDkhN5q7PzysQp0YrmVq+vBEZvbXdvD65iqW7aknJVLHjfMzv/XmzAjHFlEU+d07uzlzXHxoqWLpSknM6PtEECQBnAPLjm6QWr8TWkr6FLX7vkgyyShpD+D1iyj7qsHPOwPev05SnY8f/72f34+dsmYHd7yzG69fyoB6/AF++/ZORsWZSBug/Ucll1HT4eS97bXBsaWTEodlu3W8U1jfyeMrS1hX3MLMTAvXzUknO+bYtO30JbgI4PP1v5YaYWBGVm7HMWlRBq6ZncqDy6VePK1SjtPrDxE1Cojw76+KuP/sMeyvs/Wa40C9DZvLy02vbQ9azTy2soS2Li9/OW1UyM1oe1U7lz+/OVhD/9eP9yMghJR9iqLIvrpO9tZ2opLLSIrUhfisPv5NCa0ON389Iz+4Y1VY38memg5kgkBBvHmkr+8o4/H5WV3c3Gt8c3krF05NxuHy8fdP9pMVbQwROhBFeGh5EQ+cNwajWoHNfViZ79LpycT101/S0eXhN2/tYntVOwCf721gW0U7L145meJGOw63j9xYE/nxZuQygbp2J7uq22l2eMi0GiiIN1Ha3BW8hgoSzP320Xp8fnwBEZ1KgcWg5uwJCUxJjWB3TQe7qjpweQOMijFysMnOvrpO/AGR6jYn9R0uPP4A17+yjZevnMzMzJEg4Xily+NjbR/X787q9mEFqSq5HL1KwewM67cqzZYLAk98UxIyVtXmpKHT1c8RvXG4vDy6soSPd9UB0Ghzc81LW3jlqqnDyuqO8P3w+d56WhxuFub2EH3zOL7/Ut9DxI2H1Q9IVjHqo9DHHPDDhicg60SQ/3AZL41CIEonUNweIDeyj8+mUgNjlsLnf4DLl0kB+8+UqlYHO6s6qGl3khCuZUxiWEilW9/HdIWI/AG4vAGqWrsGDFKLm+whASrA65uruGhq8qAbfNWtDnb0OM+xSWHEhx1fyYnGThfXvbSV8hbJKvG97TXsqm7njWumfWubsYFItejJizWyr8dafHS8mdSokXKsb8tIkHocIwgCSyclEaFT8+qmSvLijGj7UMFtsXvQq+WMTwpjW2V7yPccHh97ajtCvFAB3txSxXVz0kiO1GN3+Vhf0syumo5eTd7PrSvjjHHxRHSXrG2rbOMXTx8OSn99Qlavud/eVsMv52aQYtGzs6qdC57eQJdHygibtApev3oqeXHfv3jDTxWVQs7CXElNrieHvBmr2rvYWNpKUh/Z7RaHhwi9mleunsJza8sorLdxzoQElhTE9tuDXNHaFQxQD9Fkd7OisJF/dvdPy2UCL1w+icxoI796Ywcbyw7bzTx9yURufHVb8LqJ1Kt49eqpIbubXn+AzWWt3RsqHq6cmcq8HCtOj59fvrKN3TXSzyoT4MmLJ3D9K9uCu8jRJjXXzknjPyuKAfh0T/1RC1IdHh+VLV0IAqRG6kdUqY8CerWCudlRHGwMtcMaPczM/KqDTfzylW34u/uUE8K0/OeCcYwbYnDY4fTS7uxdkuhw97be6o+yFgef7q4LGXN5Axyot40EqccZ/oDIfZ8d4LyJSaElkZXrISL9hymNVenAmiep8Bac993nK/wYFGrJ4/oHJs0sY3eTv+8gFaRNgcKPpUxyzpLv9+SOE9rsbv6zopg3t1QHxy6emsRvT8wZsKxWpZChUcpw9bAONKgVg/pzdnn6tozpb7zneT5yxHleOCWJ20/KwqwdPPirbXfSbHcTZVATewy9oMtaHMEA9RAlTQ7KWhzHJEiNNKj5zwXjeXNLFSsPNDEvJ4pzJyYSoR+xV/y2/HRy+scR5c3SQuWTXbWUHLHw6q8coD+sJg0XTUvm7V9O496zRjMjw9Jrk/GKmanEmLX8+bR84rs/8Eq5wJUzU1l5oBF5H1YfJs3hG9i6kmZue2tn0AOyJ+FaFWJ35Or1BXhmVVloUNrHhmfPm+NrmyqDASpI/lqf7pZq9u1uH5vKWnl3WzXrSprpGMwLbIR+OW1MHDN6lCWeOiY2GKSqFXI8/gBWo6bXtXPlzFQi9CpGJ4Txz3PG8PZ107lyZlqw9K29y8Pa4mbe3VbNlvJWHG4fGqW8T0GGnte2PyDyz88PUNniCAlQxyeF8crGipBrqMXh4ZuixpC5dla1c9GzG1lT3Mze2k5ufXMnX+5r4EBdJ7trOog1a7htURb3nFXAs2vKggEqQEOnG68/ENzQiT5KD6Oqti5++9ZOFj+8msUPr+ZPH+2loaO3N+cIw8PrD5Bq0TM64XBQelJ+zLA2ABo6nDz6dXEwQAWobneyp7ZjgKNCidCrOOMIxUmlXCBpEFuFnggIGPqwi1D/hMrnfip8ursOtULGmIQjNkOKl39rlemjQtI02P8R+L/j87CrGXa+JpX5HgeZyVSzjK0NA2z4yOQw/jL44s7v/rP/SNlfbwsJ/ABe3ljJ/kF8lpUKgV8tyAree0waBTcvyEQ1iLy5UaPstXmdHmXo8x422Hm+uqmSwjp7P0dIiKLIlvIWNpW1sKmslY1lrWwtbxnwmO9CX0mdgcaPBulWA79bnMO710/njpNyhua2MEK/jGRSjzIH6ju56JlNNNndgCTu8upVU9CrFXyyu46v9jcwL9vKKWPihiXGcainbnRCGM9fNokHlxfR1uXlypmpLCmQzIOzYwz8cm4agiAQCIi8uL6Cg4128uLMZFgNFPcImP+wJJdYsxZ/QOSFdeUgSNLgUQZ18NxlApw1ISH4fPMGAlS2he5KNdvc5MQYKKzvMffiHOLCpLnLWxwcSUWrA68/wCsbKvjHssLg+NWzUvn1CVnohuIJNkIIyRY9j100gfJmBwqZQIpFL9koIHma3bIgk7e2VvGHJbl8uKOWDqeXS6cnc0oP42mFXBaSPbW7fPz7y4M8v648OHb3KXlcMCWR6+ak8ejXh0sj52VHhZS4ANR1uHpl2cN0qj7LJ2vbQ8fWl7ZwpHDvU6tKuevkXJRygatnpfGPZftZnB9LfUfv+WwuHzqVHIVMYGFe3/6tw+Wz3fXBDRZRhNc2VTExJYKzh1GSOkJvvH6RlzdUkB5lYG52FDJBYENpCzsq2zlldNzgEwAdLi8Nne5e4z3L2wcjwqDmhDwrSoWMr/Y3EG3ScMbYuODG31AI16m4YV5GyH0tJ9pI4gACZCN8/4iiyH9XFHPa2LhQoT97PbSWQ8H5P9i5YY6TPEPLVn6HkmMR1v0XEieDwXo0z+5bkxEu46W9gwSf8RPgwCew6WmYdv33c2LHEXZ37wymKPY93hOFTEZJs52LpiYhl8nw+QOUN9uZnDJw9YbD7eMXk5PYXtXGzqoOxiWFURBvxuEZuHqkv/O0uQY+z4oWB5/srue5teXBsatnpRJlVJMUefSDubQoA+dPSuSNzVXBsQunJA1ZGOrbIghCcP01wndj5Ld4lPl8b0MwyAOphOz1zZXY3b5g7f+2yna+Kmzkf5dNHHYZgEohY062lYkpEXj9AcJ62DS0dXn55+dF+Pwid56cw5zsKE7uDkKun5uOw+2jxeGhIN7MlG6PSgEpkO50+mi0ubhgSiI+v4jbF8BiUKGQETxHnUrBRVOS+P17e4Lv+fLGCl67agr1nW7qOlyMSTQHVczkMoELJiexofRwJg2krF95syNYGnqIp1eXceqYOEaPqKB9K8xaZZ/eZnKZwIVTkxgVb2JfbSd3nJRNQriuXxujQxxstIUEqAD3fVbInKworpqZxoTkCPbXdZJm0RNtUnPW4+tDXnvR1CRizBrUClkwWN1S3so1s9PYWxu6Mzw3O4odVe3UtHURH67tc6fTqFEQbVJzYl40b2+txusXWVfSzOlj43l2TVnIa6ekRpAXa2JCSjg5Md+9t8vj9/cq4wT4urBxJEj9jujVCi6cksyd7+8JGb9x3tDVxU1qJUsKYvhfj8UPQGb00Bc+bV0e3thcyfR0C7nd713R6qCipYusIV5DkQYVaoXAg+eNobjRTpRRjflHooD5c2JNcTMun59xR94vi5ZD7BjJR/qHJHUO7HgN0uZJir/DpeRr6KiG3OMn0Esxy6iyBbB5RIyqfjJ8ggATLpeyqQXnguHnpSWQFqUnxqShvsdGbkK4dtCgSi4IuL0BtCoFLXY3kQY1Ne3OPqvoepIcqedXb+zAYlAzM9PC/rpO9tR2cM7EgZ9pSRE6Ys0aHG4fiRE6Klu6MOuUJEcOXCJf2erstaZ4dk0Zc7OijkmQalAr+M3CLBbkWjnYYCcr2sC4xPCRRMiPiJG/1FGmqL63eFFhna1Xf9+OqnZKmxwDBqlNNhdri1v4fG89+fFmThwVQ4ZV+iD3tUtj1CgYHW9mdXEzJq2Sj3fWBW92MSYNvzohk2dXl+H0+nn2sklMTomg0ebioqnJfL6vgQ921HLK6Fje2V2Nw+3n/EmJLEiJ5NWNFXxT1MS0dAvT0yL4/eIcnlxVilYp5zcnZlGQEMbUfj70szIt/Pm0PP67ogS5TODXCzOZkhpBcaMDXx8el5199IT1h8cXYHtlG+9tr0EmEzhzbDzjksJ+dn6uZc12vtrfyJbyVuZkRTEhJYKsI8SpzFoVc7KszMka+q56ex/l125fgE6Xl3Srgfk5VubnSPO5vX6evmQC93y6nxaHh0unpXDuhERizBpeuGIyf/9kH6VNDk4eHcfCvGiUctnha2hRFh1OD5c9tzn4Pk9cOL6XmNMvJifx6MoSFuRF49xVy746KVPW4fRyybRkPtxZi1Gj4PeLc5mfE4VGKV2Tte1OVh5oYlVRI1PSIpmfYyU5cng7qSq5nKlpkb16cUf6DI8O+fEmrpyZwrvbaqTNsKlJxIUNrCreE68vwOzMKNy+AB/vqiNMp+TCKUlYDUPfBOzy+Fl5oJnP9zZiVCtw+fx4/SL3nz300k+1Us60dAvPrilje2U7Bo2CXy3IPGZqkiN8O578ppSTRsWEZlEDPjj4OYy/9Ic7sUNEpIHWLPWmDleV11YnZSLHX/rDB9s9UMgE0sNkbK33MzdpgPMKS4LUubD8bjjz8e/r9I4LMqxGHrlgLA8tL2JndQcTksO5ZUEmqYOUjMaZtTjcPh7+sghD93NzcX4M8eED30NjzBoe/cU4Hlx+kE931zEpJYK/n5E/qKNDl9fHA+eOYV1pC3uqO1iQY2VKWiRdg2R87W5vL92TwBAyxd+FKJOGRXkxLMo7Zm8xwjHk+LmD/URYMjqWj4/IuJw+No57epR/HUI2QJ+Izx/gubXlPLZSKqlctqee1zZV8vo1U/tVetOpFPz2pGwa33axrrglGKAeEj3aWS0tmsL1Kg7Ud1LT1kWLw0NVq4NnLpnI9so2BAEeXjqOSL0Kg1rOb97axWd7Jd/Bz/c2MCU1gicvnsCZ4+KRywQiB1kERujVXDo9lcX5scgEIdisnhQhkhiuDfHnNGt790cMxNaKVn7xzMbgTe/1TZW8ce00JqVEDHmOHzuNnS5ueGU7+7p7Vj7b28CS/BgW5kUzL8cakmkfLmatEoNaEfIASY3UoVHKWVvcTEAUybAaiDVrUSvlLMyLYWJyBG6fn2iTJrgAnJoWyStXTcXh9mExqlHKZWTHmDhjXDwKmUB7l4eTHl4d8t53vLuLZy+byPbKdlrskn/b06vLONBg46Odddy5JJfN5W10On0s211HXpyJ5y6bRHKkLmTjx+Hy8bdP9gezoJ/tbeCT3XU8dfGEYVcxnDU+nmV76oJCDPnxJuZlHx+ldD9mvP4AL6wrJyFcx29PzEYQBHZXt7OqqJm0qKEFd3q1jEa7m9xYI5NTw/H7odnhxuEduuiR1aDmjHHxvLG5Krg5IgiQMYxsbCAg8vneevbUdDIr00Jth4s739/Nq1dNJWmYGyMjHBsONtjYW9vBNbPTQr9RsQ60EWA8Ou0B35msxbD1OUiZBZohioj53fD1PZA2RyobPs7IjpCxvtY3cJAKktLvhzdC5QZImvr9nNxxwuTUSB67cAKtDjcWgxrzEJ7hpS0OrEY1N8zLoKrVSVKkloYOFyWDJELauzw8tLwIEcl6Zn+9jf+sKOah88cOWP2hEGQ8uLyQ3TUdWE1q1pW0sLmijbuW5A54nmlRBiwGVUgbhtWoHlCB+BBur5/iJjv1HS5izRoyrIZj6nk6wvHBMQ1SBUH4H3AK0CiKYn73WATwBpAClAPniaLYJkgr2oeBJUAXcJkoituO5fkdC6alRfKHJbk88tVBfIEA181JZ062la8PNPFV4WFxmFkZkaRb9dR3OlHKZL2Cveo2J8+sLus1dqDeNqAc+eiEMF64fDK/fXsXYTol185Oo8XuITFCR2K4FotehUal4P7PDgQzmVfMSOHfyw/wr/PGhtjD7K5uDwao0txm5mVbefirg8SaNczJiho0SD2E1STtzBU32lh9sJmqVid/WJLL2uJmXt5YSV6sib+dkT+shdzLGypCduUCIry3rfpnFaQWN9qDAeohlu2tJyPagLa0hZPyY/s5UsLu8rG1spVVRc3Eh2uZnWkhw2qk0+klIIr87YxRPPp1CQcb7YxPCuPaOWnc+uaOoN1RSqSOpy+ZGLxuwvV9P1D7Mv2O7r4mSprsIcJHAB1OH16/yLVz0vl4Zy03vrY95PsvrC/nlvkZtDi8IEK7y0ujzd2rhLmsxd6rTHdLeRvFjQ4mpx6+du0uL1sq2lh9sJmEcC2zun8PPcmMNvLa1VMpbrIjFwQyog2D7jiPMDg2l5dp6RYe+KIouLE2NjGM8UlhQ57D6RP5an8945Ii2FXVEdyMK2m0DXkjQamQ8cs56YRrlXj8Ady+ALOzLOTHDb1cvKbdyWMrS0iPMiAIAjIBGjs97K+3Deve1mJ3s7m8lfWlLeTGmJiWHjns7P8IffPM6jIW5ErVHIcRYe97x1dAZIyB2LGw/lGY93v6VCnsiRiAVQ+ANkwSXzoOybfIebPQy+8H+zWr9DDxCvjwJrhuLSi+/Wbrj43adicbS1vYXtnO+ORwpqRFhHr49kGTzc3rW6qYmxXFmIQwtlW2sbq4mTmD3PtKmxysKWlhZoYFQRAQgBUHGilrdvTZOnQIp89PZrSBaemRVLR0kTxWR0OnG9cgm4I5MSYeXjqOf3y6nz21nYyJN3PHkpxBbQm9/gDvbKvmzvf3IIqSXso/zhrN2ePjf3aVcz83jnUm9Xngv8CLPcZ+B3wliuK9giD8rvvrO4DFQGb3f1OAx7v//VERrldxzew0ThkdS0AUiTNrkckE/nz6KBbkWllzsJlp6RampEXwyoZKnlpdil6l4I6TslmQGx0s4w2IIgFRRKeSc8HkpKAIzFBUImPMWk4dE8f09Eg+3V3HKaPjeG5tGS12D38+fRR3f7A3pNT2uXXl3H/WaA422uhwSqWc4TpVULhGEKRy4SX5Mdz72eGM8GMrS3jr2mlD9j2tbHFw7UtbKWmSxJT+t7aMf5yZz+rb52LSKIe0Y9gTn793ufCRwc5PncCRtTNISxmNQs6X+xo4KT+Wji4PJU2SWFVqlD4ksFq2p47fvr0r+HV2jIG7TxnFPz8v5EC9nVmZFq6bk0ZpcxdVbQ52V3eE+PGWt3TxzrZqfrd44B3UgYgP0xEfpqHV4cXZ/ZAzaRRBsRl7H3L4/oBIWpSR1zbtp7hJEu16dWMlt5+YzXVz0oOWEn1UlAMEFatBEo94f0ctd/XoiYw1a3j96qkkHxH0xoZpj6lk/s8RuQAby1pD+rB2VLVzxrj4AY4KRadSMCklkr99sh+DWoHXH0CjlHP/OcNTaZXLBLyBAG9uqSbGrGZhXvSAFS9HIiJy7ex0ihvtvLapkqQIHb9fkoNqGOsorz/Ac2vL+G8PYbKCeDPPXjoxuNk3wrejxe7mk911/OvcMaHfqN8DrjbJ/uV4IuME2PgE7PsQ8k7v/3WiH9b9RxJ+Gn/pcaHm2xcZ4VJfarMzgEU7yIcieSaUrYJV98P8u76fE/yB6XR6+fNHe1m+rwGjRslLGys4fUwcfz+jAL2m/+V6rEnNH0/NY9nuep5YVcK4pHD+eOooYkyDJRFE/np6Pst21/HKxgompUTwl9NHhTwf+0KjkFHT5uS1TYcFiRbkWge1vOl0enl1YwVJkTrmZFspabLz5uZKRsebMWj6z9yWNTm4+4O9waREQIT/e38P45PDyLSOtFL8lDmmQaooiqsEQUg5Yvh0YG73/78ArEQKUk8HXhSlT8cGQRDCBEGIFUWxt1rJj4C4IxayCeE6fjElmV9MSQbgxXXl3N8tHNTe5eXm13fw8pWTg36OieE6LpmWTIbVwIPLi4LlEZdOS8ZiULO9qg2728f4pAhGJ5iP2BWWhGieW1PO4vxY7v2sMPjhLm129Kr/F0VotLv45ztFAExPj+S+swtItei5aX4GCrkMm8uLCJw5Lp73ttcEz3t7VduQgtTCuk5WH2xicX4MKRY9/1tTyr46O//8ooj5udHDDlABLpom9dIeQhDgrJ+ZiE2G1UCqRU9ZsxT4nzE2noIEEzVtTiamRFDcaOOeTwpZcUDK4mdaDfzngrFEm7R4AwHu/yxUvOqkUbFc9cKWYLD4xb4G2ro8mLRKNApZiEL0ITaVteL3B5AfcQ12eXw4Pf5Bs+2tXR4unZ5Ce5cXnUrB53vruPPkvGDmaXRCWC8PuBvnZyBCMEA9xCMrDnLK6NjgsakWPXOyLHxT1Bx8zahYU1AWvsXh5qt9DTy0vChknroOF3trO3sFqb3O3eFme2U7hXWdpEYZmJAURvQgu94jhOLzS5ZDR1JUP7DtQk9kMoENpc3ceXIubQ4PWqUcXyBAk6234m//5xHgf2vLgsqTxY0+rnh+M+9dP2PArEJPLHo1hfWdfN5dgVJYb+Mfnxby+jVD32+tbO3iyVWlIWO7azrYX9c5EqR+R15cX8HUtAjMR5Yy7ngFkmfBIEIz3ztyJYy9EDY/DUoNZJ7Y+zUeO6x5CBzNMO4i6ZjjFIVMoCBKzooKH+flDPLMFwSYch18/CvIXgLx47+Xc/whKWmyo1HKueWELJpsbqKMag422ChtdlBwpFVSD3RqBU+sLA1u9K0vaaG6tYtnLpkw4PuF61X8d0Vx8LjVB5spa3bw6lUD36/cPpFVB5tDxr7a38gNcwcWuyttsvNJt0J+T66YmTagYGaLw91Lw8TjD9Bi95A50nHzk+aH6EmN7hF41gOHGkDigaoer6vuHvtRBqkDYXd5eXljRa/x1Qebg0GqUiHj/EmJ/P7d3SH1+y+sryDWrOHe7uBCJsCLVxwObg9hNWpQyAQ6XaGN6h1dXqxGNY09Fm9KuYDHd/hF60pa+KaomXMmxNPh9PLi+sPnuiDXytysKFYWNQHg8gzu+7qvtoPzn9wQ7PNSygUeOHcsKwob+WxvXZ8CSkNhUkoEL14xmRfXlyMXBC6ZnsKE5LBvNdePlRizlqcvmcA7W6vp8vhpdrj568f7AdAoZdx6QlYwQAU42Gjnf2vLqWrt4oqZqb1Mu0XEYIB6iM3lbbzzy2lkRhl5ZVNFSAk4SEq6PXfuAwGRzRWtPPhFEVWtXfxiShJnjU/otXEDsKOyjfOf2hBU/9Uq5bx05WQm9ijZzos18fo1U3ltUxWVLQ5+MSWZmZkWNh2hGg2SmFbP68moUfLX0wtYtqeOL/Y1MDvTwqlj4oK90burOzjY6Oj1M4P0EBwIt8/Pk6tKefKbwwHFSaNiuPecAsK0P5/ytO+KViVjVqaFg0dsgIyKH2IfHlJm/cRRsdz+zq7g/S7KqObeswqGPEejzc1rmypDxgIiFDXYhhykNtrcfLEv9PPh8QeoaHUyPnlo5+Fw+/qsCOkcxN5hhIFxevy8uL6cO08+Iltat0MSGxr9A9rODIQuAiZcAdtfhLrdUHAOhCeD2wbla2Hnq2DJPu6EkvpjXLScZaXewYNUAF0kTLoa3r4CrlsD6p++56TL6w/ZND11dOygmc36DldIJQpAVZuThk432QN0/JQ3d/U6rrrNSXlL17fqoRcZ+Dw9/VS6eQd51saatehV8hBrHJNGQZx5ZNPup84Pum3YnTUddoQiCMI1giBsEQRhS1NT0zE4s2OLUiEjsY++0pgeHziX18e2ijZ2Vvc2o7f3+KAGRPj3l0W9gg2A2dlRqI9oLH93WzW/XphFbPd7mbVK/rAkl7e3hhozbyhpobTJwUsbQoPpr/Y3Mq67V0wpFxg7hL6x5fsaQlRavX6Rd7dXU5Bg4pYFmcR+y+yARilndlYUT108kScunsCMDMtx0Uj/fV+fGVYjdyzOZUlBLJ/sOrxLGW3SsLum9/Wzs6oDg0bJXz/ez8VTQ1fOR2bkAfQqORaDGpNOidWo5pTRscGYdH6OlaQIHXLZ4SB1X10nFz2zkY1lrdR2uPjXF0W8sL4cfx+bEa9vrgrxUnV6+7Z6GZsYzn1nj+blq6Zy6pg4wnUqsmKMvTIi505MIP4IT8qkSB3XzknnzWunccsJWSEiDdVtTpbvq+fMI0pLtUo5ObEDVwiUNzt4+oiM12d76yluGNjQ/IfmeLt/+kWwGNRMT48EpJLbs8fH4/UNvgF2iEAgwHPrykM25JpsbqqP8HUeCLVC1mePcV+fif7w+AOE9SE4Ih9G9aVaITA3O3TT0WJQEdlPv/dPjWN1fb6ysYLsGGOo763ol5RwMxeB7Id/dvSLIQqm3iBlepffDS+cBm9dLnmpFpwHeaf9KAJUgAnRcjbV+2l3DXHplzoborKl/tRBgrXvi2N1jbq9/mAVxiE+2lU36IZpXy0JgkCoenWfx/Uek44b+DzTLHpyjlAsL4g3kTpI5dG3PS7FoufxiyZgMUj3wCiDmscunDAiRvcz4IcIUhsEQYgF6P73UJqnBkjs8bqE7rFeiKL4lCiKE0VRnBgV9ePz0VIr5PxybjqqHosfq0nNzAxL8OuaNhef7W3o0+LiSA/JZrunzwXdmIQwpqdHktLDu8rp9ZMUruP9G2bw0Y0z+PimmYiiJPjRk5mZFly+QJ/PBI1SzoJcK69cNZX8uMGzHX2V3HV0edlT3cGSgphg/+C3RSYTBr0Zf58cL9dnfYeL1KjeN/GxSWEU1ndS2dqF2x/gT6fmkRNjZPGoGGZlWpifE3rOdyzOCaou58aZ6HB6uWl+BrcsyEQURfKOuAYONNh6ZYJeWFdOwxE7tofOcShjh+gZDKda9Lxy1RTOGhdPVrSBO07K4eb5mb02Zvo69hDJkTrKW7pw+wJcMzuN7GgjC3KsvHzV5EH9VV2+QJ89r4OJR/zQHC/X5yEMagUdTi8qhYxbFmRy/dx0ihrs/Ypw9UWH00e7w9NrvM0xdEsrry/ARVOTQhZoGVZD79LQAdAoZFw2IzVkbEyCeVgq2+E6NWMSwrh4ajKZVgNLCmK4elYaZt3xW8Z5NDkW12eXx8fjK0s4fewRfc77P5Z8SKPzj8r7HFOUGqlHdfZvYOFfYMHdUilw+BBT9McJOqXAGKucD4p7f177ZdLVUL8b1j587E5sGByre2h/1RKdroHvYzJBcpHoyTnjEwYNNk1aBWcc8Zk4Z3wCpgH6XwEsRjX//cU4rpqZSobVwLWz0/j30nGDKub3edz5gx8HMDsrig9vnMlHN87ggxtnMDPTMugxI/z4+SG23j4ELgXu7f73gx7jNwqC8DqSYFLHj7UfdShMSA7nvRums6+2E7VCRn68OSTDo1TI2FLRyq0Ls6htd1Ld5kQmwDWz09hQ2hIy1+UzUvvs6VQpZExJi+S5yyexp6aTLreP7Bgj+fFmFHJZUF11Qa6VL/c3sK5EmndxfgyzMqPQKGXkxhjZ38P7NSFcy5KCWC6fkTLkrOVJ+TG8vDG0jG5udhSrDzYTOUwbkBH6J8WiJzFCS1WrtOHg9gXw+AKcMTaO93fUApIAi9WoDr5mW0Ubty3K4tyJiajkMpQKGf84q4Dd1Z002lykWQwUJJiDmwB5sWbuPiWPPbUdBAKwuCCmVzB35CYKQJhWFbIpc4gLpiQFS8cPcfaEofcV58ebue+c0Xh8fvTq4S/iC+LNXD83nSe+KcGsVbI4P4YrZ6aSPgQxhpQIHWMTw9jRo5/SalSTavnpl6QdTQRB4PxJidz25k4e/uogAGePj2dq6tBVuqNNak4bG8cTPUqvZQLD8idVKmR8XdjIbxZl0+Xxo5ILtDu9OD1D33SINmvw+fz89sTuORQyWuzukCqZwbCaNMzIiOSPH+4lLcpATVsXszOjyBiCTcMIffP0qlKyY4yk9My8dNTAjldh8jXHrdBQvxzPWd8hMC9JwQt7vFwySjW0DWaFGub9AZbdDmGJkH/2sT/JH4AYsybkGQ6QHqUnZpBqs4QIHRqljNsWZeH0+NGq5NS2dZE4iKWfUi5jdpaFzGgDDrcPg1pBjFnT57P6SDKsRv6wJJdfnZCJTqUYcrLh2x4HktZLX21DI/x0EQardf9OkwvCa0giSRagAfgj8D7wJpAEVCBZ0LR2W9D8FzgJyYLmclEUtwz2HhMnThS3bBn0ZT86RFHkubVl3PfZAc4en0CkQUW4XsWJeVaKGhw8uLyIti4PV85M5ZTRsUR9RyuMDqeH8mYHMpmM1EhdUGntYIONp1eXsvJAE1PSIrh+bga5sUO3ZABpF/vLfQ389+ti3L4Ap46JY39dJxdPTWbuj9dnckh31u/7+iys6+SJb0pYV9LC7KworpmdRlyYlvJmBx1ODx/trOONLVWIorQue/6ySYPK1A+XqtYuLn52Y9BPFOA/F4zj1DG9ffs6nV6+2t/Af1YUIwgCtyzIYH5ONIZBdnKPJm6fn7ImBw6Pn+QIXbBfdSgUN9p4dk0ZX+1vZGJKODfOy+iVWf6B+H/27jo+juNu/Phn9phPzGyZGWInDicNNkmDZWZmeMpPmelXeEppm2KSNm2wYY4TMzOIWTod8+38/jhZ9lmyLdmyLdnzfr30sm9ub27udm52v7Mzs5Oyfh7LYDTbBpkNGrVFDhzm8dWBl/b18/SuXh7b3o3HZuL2JZVcNK2QhjGuPg7w8JZOPvi3jWgiO5WiOt/GX965fFzDytp8Uf62ppX7N3ZQX+Tg46+azpKa8d8Wq2MwRlcgRp7dTG2hY9SRAFPYaaufHf4Y1/7keb5209zhjlnSMXjok1C+CKqn3E0EpjwpJV98IcH/rLDwqtpxdC76muDJr8CN/w9mvfrUFXCM9RMmtg0Nx1M8tauXBzd3sqU9wKJqL9fPK+PK2SXYj9Merm/28dsXDrCpzc+SmnzeeVEdi6tHjsQ7XCSe5geP78JiMmAyaCSHRs997MpG7JapMXz8HHVWHQyO5ZQGqafDZDrJmmjBWIrNbX42tfupyrOztDZv+B6poXiKVEYf0zCJk5VK6wRiKVw241GHUo7Fvt4QLf1RWgejzKvwML/Se9wlyyexSRsEJNMZgrE0HpsJ0xHf777eEGubfQRjaZbU5J2yfdDcH2Fdi4/eYILFNXksrPJgNR39oBeIZod+ncgqz2daKqMTiJ7872OCTdr6eaok0xl2dAVp98UwGwX1Rc4R97o9nngqzaa2ABtaBilyWVham3dCV8allAxEkjjMRmzmSVMnJpPTUj+llLzlzjWUeazcvGhohIaehqe+nu2lm3Pz1LuKepZY153mP3vTPHa7A+N4OmAG9sHTX4fLvwxL33aqindGglSA3mCcPd1BfNEUBQ4zM0rdY+44jSbS9IUSFLss2MYYZPaG4mxsGWRPT5gZpS4WVXtP+qKHcsqdM42WClIV5cScc0GAMqWo+qlMZqelfv7q2X38e2MHX3r1bIyalr2C+ux3IRWF+a+bMosNnY2klHx3TYIrq418eMk4g6JABzzzDai/FK79LpgnfAGdMxakKsoYnDNB6pS9jKUoiqIoijKae9e18fsXm/jI5Y3ZAHVgHzz48eyTC16vAtQzTAjBu+aZuXNbiqdbxr7AGQCeCrjuh9lbB/3iPNhx/6RZ+VdRlImjWmlFURRFUc4KsWSGHzy+mwc3d/K5a2dSkGyD5/8DHeth+tXZeahqiO+kUGjX+PhSM594Js6nlum8YbZ51NupjMpsh5Ufg85N2eG/T38Tlr8HZr8GHGrlV0U5G6ggVVEURVGUKeng/N/d7QM8t6ONf24ZYLYnydcrtuN+6heQTkDlMrjwY2BSK4NONo15Br54voXfbk5y1/YUr5tlYnmZkXqPhs00hoC1fCGULYCuTbDjQXjiK5BfD1XLoXQu5DeAuzwbuJpd2XvNKooyJUz5OalCiD6yqwSfKoVA/ynM/0w5Wz8XnJ7P1i+lvOZ4G42xfk7WfTFZywWTt2yTpVwnUj8nS9lVOXJNhnJMdBlOuv20VM2zl77h27OOTNfQqRY9w49TGY53kiPguNtMVmdN2SWCTq10RFT6ttS96bdn/jXm+0CZDIhylzamFfiMXwuuz4z+7Y2pfsJpOQcdzWRoEw5SZRndqSzLmOvnVDflg9RTTQixTkq59EyXY6KdrZ8Lpt5nm6zlnazlgslbtslarrGYLGVX5Zh85ZgMZThVpvJnU2U/N02m706VZXSTqSxTmRr3oCiKoiiKoiiKokwaKkhVFEVRFEVRFEVRJg0VpB7fb850AU6Rs/VzwdT7bJO1vJO1XDB5yzZZyzUWk6Xsqhy5JkM5JkMZTpWp/NlU2c9Nk+m7U2UZ3WQqy5Sl5qQqiqIoiqIoiqIok4a6kqooiqIoiqIoiqJMGipIVRRFURRFURRFUSYNFaQqiqIoiqIoiqIok8aUD1KvueYaSfaG0OpP/Z3OvzFR9VP9naG/MVH1U/2dob8xUfVT/Z2hvzFTdVT9nYG/c8aUD1L7+/vPdBEU5ahU/VQmM1U/lclM1U9lslN1VFFOnSkfpCqKoiiKoiiKoihnjzMWpAoh7hRC9Aohth2Wli+EeEIIsXfo37wzVT5FURRFURRFURTl9DOewff+I/Bz4K7D0j4HPCWl/I4Q4nNDjz97Bsp2wlIZnY2tg9y9to1UWud151WzpCYPi8lwQvkNRpK8tK+fV5p8LKry8vSuHuxmI3csq2JRlRej4fj9DFvbA/x7Yzutvii3L6liRUM+HpuZA31hVjf5eHRbF1X5dq6aXcpDWzqJpzLcsriSlw8MsKMjwPL6AhqKnMwqc7G7J8w/17dR4bVzy+IK5ld62d0d5IHNnWzvCHLTogoumlaI0SB4cV8//1rfTqnHyvK6AhqKHBg0jfs3d7CnJ8zNiyq4cFoB+Q7LqOXe1hHgPxs7aOqPcNuSSs5vKMBrNxOIpnhxXx//XN9OidvKivoC6gsdzKv0IIQ4oe/5XLS9I8B/NnWwvy/CjQvKiCYzPLWjl7dcUMOGVj+b2ga5bl4Zl04vosRjA0av37WFdl7cO8DDWztZUOVlQaWXP7/cQk2hnYunF5FK6yys8rKjI0hPOM6Bvii7u4PZvGcUU+qxjiiblJJNbX62tgcIJ9K8fGCARdV5vHp+GdNLXDnbdvqjrGny8cDmTvLtZm5YUM6F0wrISMGGlkHuXteGlJLXLqtmSY0Xs9HAprZB/rW+nd5ggjuWVjG73MXG1gChRIqdXUGa+qPcsqiCldMKKXRZONAX5rHtPby8v5+r5pRy+cxiyr2207KfzgXRZJq1TT7uXtuG22bi9qXZ9k3Txv573tUZYHtXkIe2dFHksvDq+eVcPL1oXOXY3u5nS0eQR7d3Uem1c938MlZOKxxXHs39YV7Y28/jO3qYVuzk1fPLWFKTP648lDMrGEvy8gEf965rozLPzu1LKommMtyzto1YKsPrllWxtDYf6xHH9ZaBCP/d2s2L+/pYUOVlRX0BvcEED27upLHEyewyN8/t6eOWxZWcV5eH1TT6KVg4nua5vX3ct74dj83E9fPLqC108PL+AR7f3s15dQXUFzm4Z20rV80p5bIZxZQd0R61DkRY0+Sjwx/Dbjby4r5+5la4uXFBOTNK3SPeM6NLNrYO8tzuXiry7Ty3pw+TpnHZjCIaip3Mq/CQysjh9j8jJW84rxqHxciDWzrZ0xPmlkUVzCpz8dzuPp7d08dlM4q5cnYJ1fn2ids5iqKcM4SUZ24OrhCiFnhISjl36PFu4FIpZZcQogx4Vko541h5LF26VK5bt+7UF3aM1jb5eO1vXkY/7Gv9yzvP48LG8Z0sHXTni01885GdfPaamXzrkZ3D6QZNcPd7VrC09tgnP7u6gtz6q1VEkpnhtO/eOo/XLqvm50/v5QeP7xlOd1uNvOPCOsKJNA9t7qI7GB9+7vallSypzuNz920dTrOZDPzlXefx3j+vpz+cHE7/2JWN1OTb+Pg9W4bTXBYj3751Hl/8zzb80dRw+uevm8V7Lq4fUe7d3SFu/dUqwon0cNo3b57LG5fX8NfVLXzh38MX4HFajLz34nounl7EgirvMb+PCTSms+fJVj8P2tMT4tZfriJ02Pf7/ksaEAIe2NxJ+2BsOP1t59fy+etnYjYaRq3f379tPp/915bhtAqvjWvmlvL7F5socJj535vm4I8k2dsX4ZldvbT6osOvfcPyar5yw2wsxtyTvS1tfr74n63MKHVz7/r24fQyj5V733c+lXmHTnr+saY1p15ajBq/e8tSTAaN1//uFQ42cULA3961HJfVyK2/eplEWh9+zTdeM5f+cIK7Xm7BFzlUlz911XRet6yKN/9+DTu7Q8PpNy0s5zu3zMdmPrHOp9NgStXPJ3b08O67DpXDZBDc+77zWVg19sE0d73czJfv3z782GrK1oPxtL3/7+m9/PCINvE3b1nKivqCMb0+ndb5zqO7+N2LTcNpRU4Lf3zHMuaUe8ZcjnPApK6f/1zXxqf+eej49cXrZ/Ht/+4ic1jD96e3n8clMw7VLV8kyXvuWse6lsHhtJUNBTgsRh7f0QNAvsPM68+r5hfP7OPOty3l8pklo77/fRva+cQ9m4cfW4wa/3vjnJx2bnqJk4VVedyzro3XLavif2+ck9MZfueLTfz5lRZWNhTwl9Wtw+mFTjP/et8F1BQ6ct5zfYuP1/92NZ981XS+/d9dw+kGTfDZa2awvK6AeCrD6357qE39yBXT+NOqFgKxQ8f0D1zawL83dtAVyJ4/XDitgF+8cTEem3nUzzpJjbl3bLK0oco55Zy5GjPZ5qSWSCm7hv7fDYzegk9i/9nUkXMCD/DHVc3oRyaOQXcgzk+f2sviai/P7u7NeS6jSx7Z2nWUVx6yud2fE6AC/OypfezqCvL7w06kAILxbMDiMBtzAlSA/2zsyDl5B4ilMmxq9ROMpXPSf/Xsflp8sZy0UCJNbyiRE6AC/L+n9tLlz90WYHtnICdABfjpk3tp7o/w0yf35qSHE2lSus5L+9QCBmO1vTOQE6AC3Lu+jTKPNSdABfjz6hbahvbnaPX7wc2dLDysc6DDH8NlzV4hGIgkCcZS/GFVC3l2U06ACtkAs3UgNw1g1YEBLppezH82deSkdwXi7D4sWOzyx/jjquacbRJpnbXNPh7f0c3hfXBSwn3r21nTNJgToAL8aVUzVXm2EXX8F8/sp2kgmhOgAty/qZPmgciIcivjF09m+L/n9uekpTKSZ3b1jTmPvT0h/vBSc26+KZ0t7YEx57Gt08+do7SJe3vCY85jT2+IP7/SkpPWF06wsys45jyUM8sXSfCTpw4dY6rybezoCuYEqAC/f+kA6cyhduRAXzgnQAV4af8As8sPXbX0RZKYDNnzy9+9cIBkOvfYDBCMpfjVs7m/h0RaZ19fGMdhnWJ7esKUe7OjUO5Z15bTth7oC3PnS01cPackp5MPoD+cZFdPbnsG8Oi2bhZUenh2T+7vLqNLdnWH2NLm55GtnTltqiZEToAK8JdXWrh2bunw4xf3DdDUp9pKRVHGb7IFqcNk9hLvqJGdEOI9Qoh1Qoh1fX1jP5E525zoNfBjfLUc7cL6UdNPsAwnQh7nHSfLutxTtX5m9/H4O+iy3/vRX3cy+2W0eidz/n+UenyUEumjpA1vP+6h4pOlxo3PVK2fJ+Jo9eO0myTFmAqmSv0c6yC08R5TYezV5WAe474vxVE2PlobKCXo42gej8znbKv+k7mO3ruujR2dqlNMOTtMtiC1Z2iYL0P/9o62kZTyN1LKpVLKpUVFJzaM9lR5zcIKjpxG9dYLasc1t+qgUo+Vj1wxjQ2tfi6dUZzznCbg+nllx81jfqUX+xFDEj96ZSMzyzy888K6nHS31YgQEE1mKHXnzhN8zaIKCpy5w3VsJgOLqr24bbnzat5/ScOIOSgui5ESlwWPzZST/uErGkfMpQGYU+7BacnN96NXTKO20MlHr2zMSXdajJg0jQvHOXfsVJnM9fOgOeUeXEd8v7cvraQnGKPiiP3xpuXVVOVn00ar3zcuKGdT26ErCOUeK6Ghq/IFDjMem4m3XVCDP5oazueg1y6rorpg5HylCxoKeGFPL69ZVJGTXuaxMrP00JzUcq+dt11Qm7ONxahxXm0+r5pdyuHnSkLArUuyc8Esxtym763n19Dqi5LvyK3jH7isgboCOzNLnTnpNywoo6Ygd7jcVDHZ6qfVbOB9lzTkpBk1waUzxl62xhIXb19Zm5uvSWNB5diHC88t9/KOlSPbxOklzqO8YqRpxS7etKImJ63QaWZW2cg5gMroznT9zHdY+OgVh44xbb4Ys8vcGI5o+N51YV3OmhD1RU6WVHtztrmgoYBd3YcChnyHmVQmG7K9+6J6zMaR0wXcNhMfuDT392AxajQWO3NGRTUWO4dHPN2xtJKaw4659UVO3r6ylse393DbksqcvAqdZmaW5c7rB7hmbimb2vxcesQ8boMmmF3mZmGll2vnlee0qbqUI47pb1xRkzPKa+W07JoRZ5MzXUePZn9fmC/dv42P/mPjiCv/ijIVTbY5qd8HBg5bOClfSvmZY+Ux2eYDpDI6G1oH+ceaVlIZyevPq2bpSSyc5IskeGnfAKsPDLCo2suTO3uxmQ28blk1i6vHtnDSlnY/963vyC6ctKySCxoKDi2cdMDHI1u7qM63c9WckqGFk3RuWVLJy/v62d4VZEVdAdOKDy2cdPfaNirzbNy6uJIFVV52dQW5f3Mn2zsCvGZRBRc3FmE0CF7Ym104qdht4YKGAhoKnWgGwX82drK3J8Qtiyu5sPHoCydtbffz740dNPVHuX1pttxeuxl/NMmL+/r557qDeRdSV+hg/uldOGlSz6kai20dAe7b0E5Tf5QbFpQRS2Z4cmcPb72glg0tg2xs83P9vDIunVFE6RELJ/1jTRvJjM7rz6umrsDOC/v6eXBzFwurvCys8vDnV1qoKXBwydDCSQuqvezoCNAbSrK/P8zOziDXzy8bdcEPyF7t39jqZ1uHn1Aizcv7B1hY5eXGhRUjFk7q8kdZ3eTj/k2deO1mblpYzkVDCyetbxnkH2tbkbrk9cuzi5iZDBqb2/zcu76dnmCc1y2rYk6Fhw2tfkKxFDu6gjT1R7hlcSUXNRZS6MwunPTfbd28vH+Aq+eUcPnMEiryJvXCSVOqfkaTadY0+fj76lY8dhOvXVrFouq8cXXu7egMsKMryINbuihymLlxYcW4F07a2uFnW3uQR7Z2UZlv4/p55VzYOP6Fk57f08/jO7qHFk4qP+7aAeegSV0/g7EkL+/3cfe6NqrybNyxtIpoKsM/1rRm52WeV82y0RZO6o/w8LYuXtzbz8IqLxfUF9AVjA8tnORiTrmb53b3ceuSSpbV5mEzH23hpBTP7ennn+vb8NpNXDevjIYiJy/u6+fx7T2cV5dPQ5GDf6xp45q5pVw2ykJuzQMR1jb56PTHsJoMvLi3n3mVHm5cUM7MUTpN0hmdjW1+ntnVQ1W+g+d292E0CC6fWcy0IidzKzykdcmG1kH+vibbpr5hRQ0Oi4EHNnVlj+lLKpld6uLZPX08u7uPy2YUceXskqnYoTcl56T+9Mk97O0Ns6F1kDvftoyZoyyQpZwVzpk5qWcsSBVC/B24FCgEeoCvAP8B7gGqgRbgDiml71j5TKYGQjmnTOqTLOWcp+qnMpmp+qlMZlMySH3rnWtYVO1lfcsgNywo546lVWe6SMqpcc4EqWfsFjRSytcf5akrTmtBFEVRFEVRFGWKklKypd3P7UsqGQgn2dTqV0GqMuVNtjmpiqIoiqIoiqKMUU8wAWTnPdcXOtjaMfaVzRVlslJBqqIoiqIoiqJMUU39Ecq9NoQQlHistA+OvLWbokw1KkhVFEVRFEVRlCmq1Reh2JVdhNJrMxFJZogm08d5laJMbipIVRRFURRFUZQpqrk/SuFQkCqEoNhloX0wdoZLpSgnRwWpiqIoiqIoijJFNQ1EKHEdur99sctKm08N+VWmNhWkKoqiKIqiKMoU1TIQocR96J7zRU6zupKqTHkqSFUURVEURVGUKao7EKfAeShIzXOY6VBBqjLFqSBVURRFURRFUaagZFonFE/jsZqG07x2Mz3B+BkslaKcPBWkKoqiKIqiKMoU1BOMk+cwo2liOC3PbqInpIJUZWpTQaqiKIqiKIqiTEE9wTgFDnNOmsdmoi+UOEMlUpSJoYJURVEURVEURZmCuoNx8o8IUvPsZhWkKlOeClIVRVEURVEUZQrqDsTx2k05aU6rkWgyQyKdOUOlUpSTp4JURVEURVEURZmCugJxvLbcK6maEOTZzfSHk2eoVIpy8lSQqiiKoiiKoihTUE9w5JVUAK/dRK9a4VeZwlSQqiiKoiiKoihTUG8ogdduHpHutpnwRdSVVGXqUkGqoiiKoiiKokxBfaEEXtvIK6kuq5EBFaQqU9hJB6lCiHkTURBFURRFURRFUcZuIJwYdbiv02JUV1KVKW0irqT+UgixRgjxASGEZwLyUxRFURRFURTlGBLpDNFkBofFOOI5l8VIf1jdhkaZuk46SJVSXgS8EagC1gsh/iaEeNVJl0xRFEVRFEVRlFH1hRLk2c1oQox4zmUzqSBVmdImZE6qlHIv8EXgs8AlwM+EELuEELdMRP6KoiiKoiiKohzSFxp9qC+A22piQN2CRpnCJmJO6nwhxI+BncDlwA1SyllD///xyeavKIqiKIqiKEquYwepak6qMrWNHMQ+fv8P+D3weSll7GCilLJTCPHFCchfURRFURRFUZTD9IeTuK1HCVJtJgZVkKpMYScdpEopLznGc38+2fwVRVEURVEURcnVH07gHuX2M5C9Bc1gNHWaS6QoE+ekg1QhxErgq0DNUH4CkFLK+pPNW1EURVEURVGUkXqC8aNeSbWZDCQzOol0BovRcJpLpignbyKG+/4e+DiwHshMQH6KoiiKoiiKohxDXyjBrDL3qM8JIXBbjfijKUrcKkhVpp6JWN03IKX8r5SyV0o5cPBvAvJVFEVRFEVRFGUUfaEEnqMM94XsCr+DUTUvVZmaJuJK6jNCiO8D9wHDN2SSUm6YgLwVRVEURVEURTnCQCR5zCDVaTUyGFHzUpWpaSKC1OVD/y49LE2SvQWNoij4zt/6AADMb0lEQVSKoiiKoigTrD989FvQADgtRvzqSqoyRU3E6r6XTURBDhJCfBx4F9lAdyvwdillfCLfY7LJ6JJWX5SMrlOVZ8diOj1zBwKxJN2BOE6LiYo82zG39UeTdA9N0C/3jtx2V3eQcDxNVb4Nk0GjN5jA6zDhsZppH4xiMmhU59vRNAFApz9GXyiBxShIZSQlbivFbusxy9AXijMQTlLgNFPkshJLZugMxAjH0zgtRqrz7ZiMEzGC/ew0GEnSE4rjsZko8xx7fx9NXyhOXyiJUQOjQaMizzZhCzL0hxL0hxPkO8wYDYLeUAKvzUTpKGVt80WJpTKUeayE4mlC8RSlbiseu3lM76XrkjZflGRGpzLPjs1soD8Up3kgitmo4bWZCCfSOIbqlRDiqHkNhBP0hRPk2c2UHKcOK6dWuy9Cuz+OyaAxu9iBzTa2+nC47kCM5v4oNrPGgqq8EypHmy9C+2Acp9XAvArvCeVxsM09md+rMn6JdIY2XwyDJqjKs2E0jDymdAdj+CMpit0W8h2WnOd6g3F8kSSFTguFLstwW1XuseI8ygI3cOLtc5svSiCWwmYyEE9lMJs0St0W+kJJArEUXpuJmgIHmibwRRLZdtVuotR96D2CsRRdgTgOi4HKPPuY3rcnGGcwmqTIaaHAaTn+C5QJF0tmSOsS2zHOGZ0WtcKvMnVNxJVUhBDXA3OA4TM0KeXXTiCfCuAjwGwpZUwIcQ/wOuCPE1HOycgXSXDXqhZ++ex+UrrOzQsr+MRV08d8oDhRO7uCfO5fW9jcHsBrN/HN18zlVbNLMY8S5G3rCPDpf25mZ1eIAoeZ79w6n8tmFGE0aIRjKR7c0sV3Ht1FIJZiYZWXWxdX8JUHtvOhyxvZ0xPise3dmA0aH72ikdcuq2Jds4//+fc2fJEkM0td3L60kj+81Mx3bp3PyoaCUQOC1U0DfPKezbQPxqjMs/Hj1y5ga3uQTW1+Ht7ahQDeekEt7724/rjB7rloW0eAT927mV3dIQqdZr5zy3wum1mMQTt68HWkI/fBO1bW0eGP8c4L60btuBiPtc0+PnnPJnqCCb706tn8YVUT+3sjFLksfO/W+VwyvQhNE8RTGR7a0sXXHtxOMJ5mWU0eV88t5RsP72R+pZvv3rrgqItIHBSIJfnHmjZ+/OQe4imda+aW8p4L6/nmf3eyvmUQl8XIR69sZFtHgMe29/Dpq2dwx9LKUU8wN7YO8sl7NnGgP0qJ28IPblvAhY2FxwxqlVNjfbOPnz29j+f29GEzGXjvxfVcN6+U6aXHrg85ebT4+O5/d7GmeRCnxchHr2jkpgVlFI8jaFjbNMDXHtrB1o4gHpuJz14zg+vmluJ1jP1EfiJ+r8r4dQxG+elTe/nn+naMmsZ7Lq7jbRfUUejK7jtdlzy/t49P/3MLfaEE04od/PD2hSyo8gLw8v5+PnnPZjoDca6cVcQl04v53qO7CSXSrKjL5xs3z2NasXPE+25t9/Opf25hd3eIIqeFb986j8tmHHt/x1MZHt7Sxf8+uJ3l9QVU5tn42+pWkhmd6+eVsbg6j689tAOLUeMTVzaytC6fz/xzC/v7IhS7LHzvtvlc3FjE3t4wn79vK+tbB3HbjHztxrlcO7f0qJ3lUkpe2NvPp+7dTG8oQUORgx/esYCFJ9iho5y4/nCCfLv5mMcbh8Wg5qQqU9ZJX3YSQvwf8Frgw2RvP3M72dvRnCgjYBNCGAE70HmyZZzM1jT5+MlTe0lmdKSE+zZ2cP+mU/uRg7EUX/j3Vja3BwDwR1N86O8b2dMTGrGtL5Lkk/dmA1TIzn9431/Ws7c3DMCmdj//8++tBGLZnrpNbX7u39TJLYsq6AvFeXRbN1JCIq3zvcd2s70zyPv/ugHf0A2md3WHuHddO4uqvLznrnU0D0RHlKHNF+U9d62nfTAGgJTw363d9IbiPLC5k4wuSeuS37/YxAv7+if+C5vifJEEH7t7I7u6s/uwP5zdh/t6R+7vozlyH7QPxvjpU3vRhODJHT0nVb6OwRjv/fN6Wn0xbl5Uwa+f38/+3giQXRTivX9ez/6+bH3b3pk9eQ/G0wCsbRnk2d19nN9QwJb2IJ+/byvB2LF7jTe2+vn2f3cRT+kAFDst/PyZvaxvGQQglEjzjYd3cvnMYmKpDF97aAeb2wIj8ukJxHn/XzZwoD9bZ3uCCd7953U09UdO6vtQxi8cS3LP+nae29MHQCyV4SdP7WV3T3jMefijCf7v2QOsac7Wg3AizTcf2cmm9pH7/mi6AzG+/egutnYEAQjEUnzhP9vY3DH2PI72e907jt+rcmIe3trFPeva0SUkMzo/f2Y/q5t9w8/v7wvz3j+vpy+UXX5jX2+ED/19A/2hBC0DEd5z13o6A9mBX4uq8/nS/dsJJbJt1StNPn74+G4SqdybIAyEE3zs7k3sHtrffeEE7//Levb1Hrvu7ugM8sl7NxNOpJlX4eEPLzWTSGfPIx7a0kVTf4RSt5VEWqfFF+Oj/9jE/r5s29Q71K7u6QnxtYe2s741W+eDsTQfu3sTO7uPXtf290V4913r6B36Dvb3RfjAXzbQGzyrB7xNSgevih+L02IaPt9SlKlmIsZGXiClfAswKKX8X+B8YPqJZCSl7AB+ALQCXWRXDn58Aso4ab20b+RCyA9s6iQydGA7FXqCcTa0+nPSpITmgZEn1z3B+PDB86CMLmkdCiZHCyrXtQyyoqFg1M/W1BdBl7lpu7pD1BQ6iCYztPtG5tfhjw0HwQCLqr30hRIjPgPAo9u6RqSd67oDcfb15u7btC5pGWXfHc2R+wCyJ+AWk8Z/NnWSyegnXL4Of3T4IJodHhfLeT6Z0WkbqhfN/SPL/NL+fhZXZ3vxN7b56TnOydKmNn/O4/Pq83lu78jOjZ7g8Dpw7OwOjni+MxCj+4j3iqcOlVU5fVoGYzy9q3dE+q6ukfvtaDoGY8NB7uFax7E/O/1xNrT4c9KkhJZR6u3RdAcSo/5eW8fxe1XGL5bKjNpB/PyeQ/WqzRclkc5t69p8MToDMdoHY8MB6cH8jvT4jh76w4mctO5AfDh4PCiVkbT6jt3ZdfB4Xeaxjdoxtmr/AAurvQDkO83DHYwHJdI6Tf2RUY/TzcfoaGsf5TvoDMSHg3Pl9OkLxY8fpFqNKkhVpqyJCFIPtnxRIUQ5kALKTiQjIUQecBNQB5QDDiHEm0bZ7j1CiHVCiHV9fSNPKqaSGaWuEWkLqzxYT+G8VLfNRLFr5NCzAsfI+Vtuq2nURjDfaT7qayrzbHT549QXOUY8V3iU9w3H0wgB+aPkl2c3YTxs2FP7YAyr2UBd4cj8J8OQo8lWP90206ir/xU4xz5f78h9AGDQBAYhWFLjxTDKvK2x523GZMjmnUrrOMwj6/5wfRulzHUFDjr92WaoyGU56o3ND6otyK03Xf74qHXJbTs0G2K04cxeuxmraeTnHq0OTyaTrX5OBI/VyLRR2pvy48y1P5zbahq1zRrP/nRZjZR7Rk43yB/Hb81tM57073UqO1P102LQWDg0bPdws8o8w/8fbT86zAY8NhP5DjOHN5HmUdrExmInDkvuLCu3zYTbOnLm1WjH1tzns8dSXyRJ6ShTXKYVO2gfzHZsZDJy1Ha1yGWhKn/kb6TwGHVttO/AZjLgPcYKs2ebydKG9oUSxz3euSxGNdxXmbImIkh9SAjhBb4PbACagb+dYF5XAk1Syj4pZYrsbW0uOHIjKeVvpJRLpZRLi4qKTvCtJoeLphUy67A5U/kOM2+5oPaUzj0qcVv59i3zcoKO1y2rGnUuX0WejW/dPC/n4PuOlbXMLMkG13Mr3Fw7t3T4OZNB8LYLavm/5/ZzUWNhzsnWgkoPs8qcvHnFodHgBk3w7ovquX9TB5+6ajoNo8zXqS908oXrZw0/3tTm56rZJdQXOnIOzjX5dq6eUzri9afbZKuflXl2vnXz3Jx9+K6L6phRMrKD5GiO3AcA77ywjtUH+rltSeVJla+u0MGXXz0bgPs3dfLeSxo4fIrNBy+bRmPxUH0r93D9vEP72GLUeNOKGh7Z2oVRE3z75nmUjBIkHG5pbR5LarzDj//wUhOfvWYGlsPmY18yvWj4yvEFDQWjnrzW5Nv5+k1zc8r6iVdNH3XO2WQy2ernRKjMd/D+S6fhPCwAWFjlYfY45qNWFTj49NW59eDCaYXMPs4c58M1lrj4/HWzhjtdAK6bW8qsUTojjyb7e81tc995YR3Ti8eex1R2puqnpgnetKImJ0CbXuLkksbC4ceNxS4+dNm04cdCwDdunktNgYP6Qgefu3bm8HMH+iJcMbN4+LHFqPHVG+fgPWJxt6p8O988Yn+/5+J6ppccu97NqXBzw4JyYqkMGSmZXnKo3cmzm1hRX8C2oWHnu7sDfPXGOTlt1Ycvn8asMjfffM28nPp686JyZpcf/b2nFTv56BWNOd/B118zl5qCU7uOxmQyWdrQ3lAC93E6B7Kr+6qFk5SpSUgpj7/VWDMTwgJYpZRjn4CT+/rlwJ3AMrJXaP8IrJNS/r+jvWbp0qVy3bp1J/J2k0Z3IMbu7jCpjE5jiZOagpG9+RMto0v29IRoHoiQbzczs9SN5yjDRlIZnb09IVoGohQ6zcwodec0jJ3+GNs6AvijSeqLnDjMBpoHopR6rDgtRpoHIliMBmaWuih2WwnGkmzvDNIViFPotBBOpClxW5hZ6h7Ry3xQLJlmT0+YTn+MMo+NGaVOekMJOvwxeoMJ7GYDcys8J72AzziMqRdhstTPnH3osjCzxIVrnD3fB/dBy0AEl9WIyaBRW+iYkEW+4qkMu7tDdPqzizJJmR1iXOy2MqPEhfOwKw2DkQS7ukMEYykq8+3Ekxl6wwlqCxxML3GNqYOnNxRnd1eIeCrDtGInNQV2NrUF2NcbwmkxUuKx0jEYJ99hYkapm6JRRgAAJFIZ9vSEaRuMUuq2MqPUddQ6fJpNqfo5UdY0DdDUH8FqMtBQ5GRuhef4LxoljwN92To+o8TFtHF05gAkkxk2tA3SPBDFazcxs9RFbeH4Oi4O/70WuSxML3Ed92R0ipm09bN1IMKe3jBGTTCjxEXZEceUcDzN7p4QvcE4Vfl2ppc4MQ+tcB5NptnTHaYrEKPca6PUY+VAX5hgLEVdkZPGYueoi9wk0zp7e0O0jrN9Howk2dUdpCeYoNxroT+UwqBBZb6dUCxFZyC7WvC8Cg9euynbVvmiFLstzChx47Qa0XXJnt4Qzf0RvHYzM0tdIwLpI4UTafZ0h+gZ+g4ai52n7a4Ep8mYrxKcyTb0M//cgstq5MpZJUfdpn0wyi+e2cezn57QG3EoZ9Y5s4LeSQepQggr8AHgQrK3jXkR+NWJ3jZGCPG/ZBdiSgMbgXdJKRNH2/5sO8lSpoxJe5KlKKj6qUxuqn4qk9mUCFLfeucaltTksaw2/6jb+KNJPv/vrWz88lWnsWTKKXbOBKkT0eV/FxACDl7tfAPwZ7Kr/I6blPIrwFcmoFyKoiiKoiiKctbpDcaPO2feaTESjKeRUqpboylTzkQEqXOllLMPe/yMEGLHBOSrKIqiKIqiKMoRekIJ8o4zNNto0DAbNMKJNK7jLLKkKJPNRCyctEEIseLgg6F5pWp8jqIoiqIoiqJMsFRGJxBLjboS+JHcNrV4kjI1TcSV1CXAKiFE69DjamC3EGIrIKWU8yfgPRRFURRFURTlnNcXSuC1m8a0UKBz6DY0VfnnzgrMytlhIoLUayYgD0VRFEVRFEVRjqM7GD/uvXQPUrehUaaqkw5SpZQtQog8oOrw/KSUG042b0VRFEVRFEVRDukJHH/RpIOc1uyVVEWZak46SBVCfB14G7Cf7C1oGPr38pPNW1EURVEURVGUQ7qDcbxjvHeyw6yupCpT00QM970DaJBSqm4aRVEURVEURTmF2gdjFDgtY9rWoYb7KlPURKzuuw3wTkA+iqIoiqIoiqIcQ6svQtEYg1SnxYgvkjjFJVKUiTcRV1K/DWwUQmwDhn8FUsobJyBvRVEURVEURVGGtPliXDK9eEzbOi1G2gejp7hEijLxJiJI/RPwXWAroE9AfueETEbHYMheyNb17FRebQxLiU/kex9ehrG+BiCjSzQBmYwEJELTMGiCTCa7+4+Wp5QSKU/+cx5Z7tP9/U0F6YyOcYz79kgH968QYvj/ui4RIvv96lKiDf3/VHzn49mfGV2OugR/trwMl/kgKSW6BIMmcv4/VslUBrPJMObtlfFJpDIYNTAYTvw7TmV0DAI07cQHCk3Efo7Gk9itY1vY5FSWQzm28RwHJ+J9Mhl9uF0aT/up6zoZHUzG0ct6+OdIp7PHYuNRtk2mMxg17YTa77F+X7ou0XUdo1HV31Oh0x+jyDXGK6lWIz61cJIyBU1EkBqVUv5sAvI5J/QE4zy7u5d71rUzp9zN1XNK+esrLSQzOm+7oJZltflYTtFJyZ6eEPdtaGdN0yCXzSxCA+JpnZsWVjCt2Dnqa1oGIjyytZsndnRzcWMRi2vyWH1ggEXVXnzRJC/s6eeCaYVsbQ+wuyfERY2FNJY4WVjppSIve0+uVEZnfcsgf1rVTCyZ4S0X1LC8rgCHZXzVr30wymPbu3l4Sxcr6gu4aWE5vcEEf1jVjEEI3raylmW1eZjP4YNiU1+YB7d08ezuXq6cVcL188qoKXSM6bX+aJIX9/bz1zWtlLmt3LignJ5QnJ2dQbZ0BLhkehHTip34oyme2tWLrkvevrKW5fX5WE0n35QcrCd/XNVMPJnhrRdk87abR+Y9GEnywt4+/rq6lZoCO29YXsPCKi+RRJrVTQPctaoFq9nA286vZUltHgKG62AkkeH2ZZXs6gqyodXPm1fUsHJaAW7b0QOKTa1+HtzcwcY2P5dML+Kq2SXMKvec9GdWsjr9UV4+4ONf69txWIy8blkVKxsKsZrH/lvu8sd4fm8f923ooNBp5nXLqlk5rWBcwWrrQIRn9/Tx4OZOKrw2XrusivMbCsf1Wba0DfLyAR+P7+hhWpGTmxaVc8E489jdHeLJnd08tbOPORVubl5YweKavHHloRxbfzjBs7t7uXttG43FLl5/XjXzKif+N90diPPkzh6iiTShRJqX9vWzoNLL9FIXtQV2ltTkYz5KMAnZ4PTFfQP8Y20rvkiSWxdXcmFjIWUeGwCb2/z8fU0rTf1hXresmnyHmd+/1IQmBK8/r5qV9QU4hxbYOdAX5oHNnTy/p4+FVV6umlPCoqq8MZ1zdAxGeXR7Dw9v6WRFfQE3L6qgscQ1Yrt4Ks3ze/r5y+pWDAJuWVzJgkoP1QVjOw4pxxeMp0hldFxjPIdyqTmpyhQlpJTH3+pYGQjxI7LDfB8gd7jvabkFzdKlS+W6detOx1udtIwu+dETu/nFM/uH07x2E29cXsMvntkHwN/evXzcJzRj0emPccf/raLdHx9Ou3pOCYPRFAPhBH971wpKPNac1wRjKT7w1/W8uG9gOG1GiYuPXjmNNl+M7z+2m/dd2sBfXmnJaQBft6wKt9XIx181A5vZwLpmH3f8+mX0w6ra7966lCtnlYy5/LFkhs/+awsPbO4cTqvOt3H5zBL+uKp5OO3v717B+Q0FY873JIypC/p01s+BcIJ3/HEtm9sDw2nL6/L5zZuX4LEf/4rO3Wtb+ey/tg4/fsv5Nby0r5/9fZHhtMtmFCElPLunbzjtj29fxqUzxjbs6FjWNA3w2t+8wuFN0p1vXcrlo9STu15u5sv3bx9+bDVp3Pf+C+gKxHnnnw5935qAu99zPkIwog5+9poZ/PiJvSQzOj+6YwG3LK4ctVwHesO8409raR44NFzqshlF/PCOBeQ7xtaTfQZMuvp5LP9c38an7t0y/NigCX73lqVcNnPs9eqPLzXx1Qd3DD+2GDX++PZl4woyf/LEHn7y1N7hxw6zgbvecR5LavPH9PpgNMEPntjDXS+3Dqfl2U389i1LWTrGPEKxFJ//91Ye3NI1nFbmsfKnt5/H9NKRQcEUdUbrp5SSXz23n+89uns4zWUxct8HLhg18DpRqbTONx7eQWcgTjCWYnWTb/i5xmIni2vyuGVRBcvrj37MemlfP2//w1qSmUMD1b520xzecn4tu7qC3PKrVUSTmeHn3nNxPf/e2EFfKHs69tu3LOFVs0sJxJK89671vHJYGWaVufjGa+aypObYdTOWzPDZ+7bwwKbc4+8/3nM+5V5bzrZP7uzhXYe1wULAd26Zx/XzynBax7Ya7SQw5kvMZ6IN3dYR4MN/38i3bp43pu27AjF++PgeXvqcuunGWeKcGTY4EWNcFgErgG8BPxz6+8EE5HvW6fTH+N0LTTlp/mgK42FDbu5Z23ZK3ntPTygnQAV4fEcPK+rz2d8XYV9faMRrmvojOQEqQH2Rg2d39dE2GCOtSwxCjOih+/fGDgyaRqsvG9w8uq07JzgAuPPFAyQzGcaqZSCSE6ACtPpieO25B737NrSPOc+zzYH+SE6ACrC6yUdTf+QorzjEF0ny86GOkoPy7OacABXgmd19LKjy5qT9cVXz8BDdk/HI1m6O7DP7/UtNpDO5swj6Qwl+/nRuWeMpnS5/nN+/eCAnXZewan8/T+zoGVEHn9zZy3l12ZOzXzyzn2Bs9J7mXT3BnAAVst/D3p7wWD+acgwD4QR/frklJy2jS17Y23eUV4zU5Y/xh8M6qwASaZ2Nrf4x57G/Nzwij0gyw87u4Njz6IvyjzW5bdBgNMXe3rHXlT29YR7a2pWT1hWIj6scyrF1B+P88rDOYoBQIs2Oron9jtsGo/xldSuzy9w5ASrA3t4wpW4rDx5xXDvSumZfToAK8KdVzfQEY2zvDOYEqJA9Bl49+1DH3n82dgDQ1BfJCVABdnaF2DmGz9zii+QEqJA9/u47ol7ruuQvR/yWpYQX9vbTGcg9/1BO3L7eMBVHdA4ci8tiInCU45uiTGYnPUZPSnnZRBTkXCAEw3P5jkw/6FjDfk7GaPPuBAwHBZoY+b6jTVdJZXQMmhh+bpSPgyYEujw0h9E0yvwVo0FDyLF3BgkhEIIRQcyRRnuvc4VhtJ0BiDHMO9IEGI8YFnmU7EYwG7Qxb3ssJsPITEbbn9myjvKGQo46D9egidHroJadc3vwvY/2GQyj/Day811H314ZHzFK3QPGNadaMHqdGM9846PVq9HaxmMVRNOAI/rfjvbbPFo5NCHIHNHYjScP5dgEYtS6MdHfsRDZPI+WrRBHn2N6kHGUdvFg2UcbyW7QBOnDeuQOtn1Hm3862jnJaNtoghEdfaPlOVo7btDEhFwRUbJ2d4coO2Lk27HYLQZiycxJrVWhKGfCSddWIYRHCPEjIcS6ob8fCiHUZK1RVHhtfPjyaTlpxS4LsaGeUE3A7UurTsl7NxY7mV6SO+/0hgXlPLenj/mVnlHnpNYXOrl2bmlO2kA4ySUziij32rAYNWLJDCXu3CGPr11WhdkgqCnIzkm9ak7JiAPXuy+qP+7B+XC1hXZef151TtqsUhc9wUO9swZNcMviijHnebapL3KwclrusLFXzS6mfgxzUr12Mx+/sjEnrS+UYF6FOyfthvllrG06dHVdCHjbBbUjFig6EdfOLRtRT955Yd2Ig2q+08Inrpqek+a2GqnKd/Dui+pz0k0GwcpphVw5uxjzEflcMauENc3ZKwsfuaIR11GGos0oczG7LHcI4PXzyphZOvo8bmV88h0W3npBTU6axahx4bSxD9Mt9dpG7HuH2cCi6rHP46wrcvKei3PzyLObRuz7Y5lV7ORtF9Tmls1tPeqc/9HMKHFx25Lcoed1hQ5mjqMcyrGVeqx84lW57V2+w8zscvdRXnFiqvLsvPviOta3DHLZEVMi5ld6aB2I8ur5ZcfMY2lNPvYj5ma/+6J6Stw25pZ78Nhy2607llbx2PZuIHtMvGlh9phYV+jgylm5ZVhcncfssuN/5pqC0Y6/bqYfUa81TfCW82tzgnKDJri4sWh4jQpl7La0+9k1ygiK3T2hcV1J1YTAYTXgV1dTlSlmIuak/ovsvVL/NJT0ZmCBlPKWkyzbmEyWOVVj5YskeHn/AI9u62Z6qYvzavN5ZGsXupTctLCChVXeU9bTdaAvzNO7elnfMsiK+gISKR2TUXD5jOKjLq7TMZhdjOTFvf2cV5dPY4mTtc0+5pd7GIyl2NjqZ0Gll1ZfhL29YZbU5FFbaGdehYcSd7YR1XXJpjY/D23pJJrMcNPCChZXe8e9QFRPIMYL+/p5Zlcfi6u9XDqjiIFIivs3dWDQBDcuKD+l398RJuWcvzZfhOf29PPy/gFWTivg4ulFVI7x5CCcSLO2yccDmzsp9VhY2VBITzBB22CUXV1BzqsroMxjIZzIsKF1EAncvLCCRdV5EzIC4GA9eXBLJ/FUhhsXHL2ehGIp1jRny1qdb+eauaXMKfeQSGXY0Orn/k0d2MwGbpifrRNCkM17c7YOvmp2Cft7Q+zqCXPTgnKW1uYfcyGvbR0Bntndy5a2AOc3FHBhYyHTJ3Du2ikwKevn0QyEE6xp8vHI1m6cVgPXzCnlwmkF41rltz+U4OUDAzy6rYsil4Wr55SOe9GjrkCMl/cP8Pj2birz7Fw9t5RlY5xLetCODj+b2gM8t7uP+iInl8woYsUx5hyOZn9fiFX7Bnh+Tz+zy91cMauY+ZXeceUxyZ3x+umPJll9wMfDWztpKHJyzdxSZpRObJAK2Xq5an8//eEkupSsa/Yxs8xNVZ6d2kI7C6vyjnvFf9X+fh7b1s1AOMG188pYUV9AwdA9Mnd0BXh0azctvmh23qfFyL82tKMJwfXzyzi/Lh/L0OJzrQNRnt7Vw0v7BphX6eGChoIxHzN7AjFe3D/A0zt7WVzt5fJZJdSNct6QTOusPjDA/Zs7EAiunF3CvArPiLmrk9wZn5P6yoEB3v+X9egSfv3mJTltyMrvPM3Hr5xORd7Yv9PP/HMzf3j7MqYVT+rjljI258ywmokIUjdJKRceL+1UmSwnWco554yfZCnKMaj6qUxmqn4qk9kZD1Lf/ad11BY6cNuM3Luunac/eQlGg0ZXIMbVP36eX71pyZiGah/09Yd28NUb5wyvw6BMaedMkDoRl5xiQogLDz4QQqwEYhOQr6IoiqIoiqKcMwKxFKv293N+fQFLa/Lx2IzctyG7ANbL+weYXe4ZV4AK4LYZ8UUSx99QUSaRibhP6vuBPx02D3UQeNsE5KsoiqIoiqIo54wNrYM0FDuxDc1Fvm1JFT94fDc3LCjnka1dzDmBudNOixFfRM1JVaaWiVjddxOwQAjhHnqs1slXFEVRFEVRlHFa3zxIQ9GhRamml7iYXebm9b99hTZflDetqDnGq0fnsBgZjCYnspiKcspNxOq+3xJCeKWUQSllUAiRJ4T4xkQUTlEURVEURVHOFWubfSNWBH/HhXUsqvLyqatnYDGOb9FJyF5J7Q+r4b7K1DIRc1KvlVL6Dz6QUg4C101AvoqiKIqiKIpyztjTE6K2IHflZJNB46o5pSPSx8ptNeELqyupytQyEUGqQQgxfKNMIYQNsBxje0VRFEVRFEVRDjMYSZJM6+TZR79v94lyWY30q4WTlClmIhZO+ivwlBDiD0OP386he6YqiqIoiqIoinIc+/rCVObbEeNcvfd4XFYTvoi6kqpMLROxcNJ3hRCbgSuHkr4upXzsZPNVFEVRFEVRlHPFvt4w5R7rhOfrthoZVKv7KlPMRFxJRUr5KPDoaM8JIV6WUp4/Ee+jKIqiKIqiKGej/X1hStwTH6R67NkrqVLKCb9KqyinykTMST2eif+1KYqiKIqiKMpZpHUgSrFr4k+bLUYDBk0QSqQnPG9FOVVOR5AqT8N7KIqiKIqiKMqU1eaLUuw+NWuP5tlN9IfU4knK1DEhw30nkhDCC/wOmEs2wH2HlPLlM1qocdjcOshANElvMIGmCaYVOogk0/iiKULxNCVuC3k2E5FkmnQG+sJxyjw2BiJJBDCv0sO0YtdR828ZiNDui9IVjCMQzK1wU+C0sLnNjz+SpMBloScYx2I0UOyyUFfooMxrG359TzDGlvYAXf445Xk2qvKsdPoT9ATjuG0mZuVD0cBa9ESUoLuRkLuRmnw7u7qD9ARiuGxmOvxxavJttPtjpDOS6gIb/miacDzFtGInJtJomQQNehMm316k2UV/3gLWDViRmTizPGmmmXykdYmWCiMDHQhvFRhtMNiEZnaAxQWRPvqLlrM9msdgNElNgR0hoKk/QnWeHQns6w1R4rbhjyZJ6ZLpxS4WVntP+X6ejPb3hmnzRYmnMgQTaWYUO+mPJOnwxyhxW5lf4aHMayOSSLOpzU9TX5g8h5mKPDv+SJJQIk0inaGu0IGUknAiQzKTIZmSBOMp8h1mNAFuq5muYAyTplFX6KBtMEo4nibfacaoCUDQMhAhz2Gmymuj2RfFaTEyp9xDKpNhV1cIIQRmoyCcyNAfSlCZb6PQbmZ/f4Qyr43ZZW7ciW7o3gKpGHvzLmJbX4poIkNjiZOFFR42dgRo6Y9gNGi4rSYyUmIQ2VUMuwYjmEky3R6mWPjRrYUMJjLsCjtJ6ZKZ7iTTLYNQNAtCncie7ejJKEnvNNbLRswmM9FEhmgqTTQaoyHPSCiepjcmcNst6EJQle9gToERerZCIgzRAdAMUDoXimae6eow5aw+MMC+3jBGg6Cx2MXimrxxvT4ajbKpM8r+vgg2k4GGYgeLqseXx2AwyK6eKPv7snV2RpGVWdXF48qj399PS0+EloEoHruRugIH9VXl48qjYzDCrp4wbQMxCpxm6osczCn3jCsP5dh6g3F2dAXxR1M0FDnojyRpHYhSOPR9zyrL/b5bByLs6AqS0SXTip10+GN0+eMUuyx47SbiaZ3uQByAacUO/NE0Hf4YLouRWeVujJqgOxgnk5G0+KJYjBrzKjxoQtIRSNA6ECXPbqKhyMmcCg87O4Ns6QgAkjKPDaNBsL83TKnHypKaPJCSHV0hmgeiOC0Gyr02oskMbb4YjcUOfJEk/eEENXlm5oomjCYLeiqGM9JK3FrCNr0ap0ngNSTYFTQSTJuoLcnDoGmEEykSaUl3MI7DbGRhlYdabQA90EZL0snOgIWMwUKR285iSwfmwf20W+rYHstnMGWkrsiJP5qkO5CgOt/Ggkov+U5104ex6PDHKDpF35XHbqY/nKS+6JRkrygT7nQEqeMd/P5T4FEp5W1CCDNgPwVlOiVeOTDAptZBfv9SM32hBDfML2NPd5CeYIIHt3QNb/c/184kz27kqw/u5J0X1vH/nt5Phz8GZG+4/Nd3LWdBlXdE/nt6QjyytYv7N3XS1B8BwGrS+MHtC/j8fVv54GXT+PS/tqAPXbteVpvHsto83rC8hso8O4FYgt88d4Dfv9Q8nOeHL5/Gc3t62dIeBKChwMqdC9qoWfV53EYrW664i6d65/GF/2zlu7fM5x1/XMfPXr+QD/19I/1D99zKs5t4z8X1fPfR3QgBP7xtHtdZt2P915tAzw4tyStbSmvpl/ney2FcFiP/utHE9PA6eOab2RP7q74JT34F0kO9fEWziJ33IT73aCdP7t8LgBDwmatn8H/PHeB7t83n43dv4l0X1fGzp/bROXRy4LIY+c1blnB+Q+HE7NQpYltHgG89vIOaQgd/X9PGpdOL6Kjy8tOn9g5v88bl1XzqVdN5encvn/rnFuRQPfnYFY2safaxav8AAJqAX75xMX9f04rXbub+TZ3Debz34nrWNvu4bGYx8ZTOdx7dRftgtu7azQZ+fMcC3v/XDcN18Ly6fCrzbNy3oYN3XFDLQCTJvEoP7YNRUmnJX9e0Duf90Ssa2dru5+ndfTzw+jLmPf8exMBedt3wAB//5252docAcJgN/Pi1C/ng3zaQymTfaFaZi/PqCji/Pp9337WeYDxb78rcZv68ootKsZ6v7VvOM/s7gGw9+etVGebHV8Nz30F0bcYA2AwmVtz6Jz69sRx/NM0zu3u5oKGAQqeFBzYf+h7ef0kDD29q54e1azEnfbDlHvAPfRazE976AFQsmaC9e/Z7YW8f7/vzeiLJDACVeTZ+dMcCzqsrGHMer7SGeP9fNpBI6wBMK3by3VvnsaQmf8x5rG4J8aG/byY9VIEXVnn41g0wexyB6pr9g3zwn3uGf19XTnPzP9dAQ+XYA9XHdvTytQd3DD++bl4pH7m8kZll7jHnoRxdbzDOJ+/dzAt7+6ktsHPN3FL+77kDw8/ftqSSd6ysZfZQx8DenhBvvnM13YEEV88pJZXWeXp37/D2/3vjbO5Z2872riAGTfDlV8/iW4/sGq6LM0tdvPPCOqwmA1/4z1aCsWz7VOyy8P3b5vOOP64dri+XzSjiHSvreNdd64ZfX1/o4PallXQF4nzp/u188foZeGwWvvDvbSQz2W3mlru5sLEQJKxt9uW0V9+7eSa3R+9BPPcdAEzAgvlvI1x7BR9c5WRte7YNN2qCn71+Eb5Ikm89spPo0O+xJt/GQzdb6egd4E3PxHKO/X+9RsM+2Mu7tuazrz/7nVhNGp+5eiZff3gHUsLnrp3JO1bWYTaejsF7U1cwniKV0XFZT82pucdmpD+srqQqU8fpaDHePNYNhRAe4GLg9wBSyqSU0n+KyjWh0mmdh7d00u6P0zc0nGJaiQu3zZwToAL8+Mk9xNMSoyaIpTLDASpAOJHm9y82kR468Bzu6V29pDJyOEAFiKd0/vpKK++/tIE/vNQ8HBwArG0exGoysqnND8DOzhB3rmrOyfOXz+7nshklw4/3D8RZw1wwWiAdZ8bOX/Dyrnb+94Y5/Pq5/cwqc/HKAd/wQQpgMJpif1+E6nw7UsJ3Ht1DoOfAcIAKYOlax+XubIAQSqSJZEzw/PeyTzZcDtv+dShABejbicykeKYpOpwkJdz5YjNfvG4mf1vdismgEUlkhgPUg3n/5ZVWUumR39/ZSkrJX15pYXl9Af9Y2wbALUsq+OWz+3K2++vqVrZ3BfnOf3cPnxABCE0MB6gAC6u83L22jcU1+TkBKsAfVzVzfkMhvaEEVpM2HKACRJMZ/rG2jYVVh65erWnyUTN083Gvw8yB/girm3wsrs7LCVABfvnsPm5eXIHVpOHuXY0Y2AtCY3OyYjhABbiwsYifPLl3OEAF2NkVorHIwQObOocDVICuYJKno3VY1/2a2+oOrWwYSqT54wEXmUwaujYfKkQmheG5b3J5Yx7PDJ2ELq8vyDnhA7jzpSZunZeP+aUfZOut/7DPkgzDqp9DWq2kOBb+SJy7VrUMB6gA7YMx1jT5xpxHqy/KL57eP3xSD9lVMrd3BsecR1P3AN9/fO9wgAqwqS3Ajt7YMV6V60BHN1/5b0vO7+vJfUFaDmuzj2d9i48fPb4nJ+2Rrd00D4w9D+XYtncFeWFvPwDXzSvjD4d13AL8c307rQNR5NCOfGpnL92B7PFpdrk7J0AF+OETe1jRkO1QuWhaIfdv6sypi7u6Q6Qykqd29gwHqAC9oQSvHBig0HHoylkyo/Or5/blvP5Af4RIMjM8VzHfYeWPq5qHA1SAbZ1BSj1WZpS6RrRXpmA74qWf5KTZt/wRzWgeDlAB0rrkR0/sZjCSGA5QAfyxNIbebTzUkz/i2P/vNgfbbUvZ13/o+B1P6Tyxo4cV9dnv5MdP7GFHVwDl2Np9MYrd1lO2sJHbalJBqjKlnHCQKoQICSGCR/s7uJ2Ucts4sq0D+oA/CCE2CiF+J4RwjPLe7xFCrBNCrOvr6zvRjzCh4ukMwXiarsBhDX5GJzVKsBlP6USTGbx283BAe7g9PaGcA9RBbb4ogejI+1y1DUYpdFroCcVHPJfK6MMHlcFYKufkCSCjS/QjEtsjWvZqEGAJ7MdtSJDnMNPuj9FY7Bz1ZKljMEaxK3ug7Q0liIqRF8AdmQAH2950IgqZoZN4VxkE2kZsL6L9WI/oee0LJ8h3mmnzRcl3mOkNjvzMzQMRoqnMiPTT5XTXz5Sus6s7RFqXw/s3ldZzgriD/LEUfUccpI7sECl2W2kbjI3aUZJI62gCuvyxUTsC2gZjI+bTHMwnldEpcVvoGIzlBCTDnyMjSaZ1XFYTjmi2QwOTHV8sd9tSj5V2f3TE6w2aRrt/ZECxPwDYPDjIrbe7ByE5Sl+G8LeSTh96z6N9D5lMJjssPdw74nn6dkJmZN2cDCZb+xmKZ2j1jdyfbYNjDw7D8RRtgyPzGK19OJp4WuZ0uhx0eKfH8SRS6RG/LyAnMDmeaDJDeJTFTQKxc6PT43TUT/9h94s0aGLU460/lhrusNjXe6iTbLT2IBhLYzcbACjxWEetR33hOH2hkcfvloEoBU7z8ONSt5WWgZGvD0RTZHQdoyYwamLU9wjH0znB5UEOEYX0KL+FxMhjeZsvhnZEkFTgMGNI+tnlH3nKuGNAEhllfcy2wSglQ0F1Iq0THsfvaLI7VXW0KxCj8BQOi3ZZjaOecyrKZHXCQaqU0iWldJMdnvs5oAKoBD4L/OQEszUCi4FfSSkXAZGhvI98799IKZdKKZcWFU2OwfVOq4k5ZW7mV3qH0w4ObTl48DqoochBns1E+2CUxlHmn96+tBKHZeRwjwunFVKRZxuRfvnMYp7Z1cvFjbnfhSayK7rNKs2+R12Bg3yHOWebErdlxEnYsvxYdn4d0NdwGyHNw5M7urlmTimP7ejhshkjh74trc1jW2e2p/TS6YUUayOvYHQYa4aDKLMzDzxV2QfNL0LjVSO2lwWNxI84eTi/voCndvZyzdxSWgYiTC8d+f1dP68Mj800Iv10Od3102wwcPvSSmKpzPD+TaYllUfUFbfVSE2BgwsacodQWk0GtMPOSdY3D/Kq2cVkdInziHpYW2CnJ5hgXoVnRL0GuHJWMeubB4cfa+LQ78CgCbZ1BFg5rRCH2Yjblpt3ZZ6NVEbSF0rQlz80VDYZZkZ+7vus2tfPtXNKR7x3NJnm0hkjv+8rylOQSrA14s1Jv2Ma2EYZfqbPvJEkRkyG7Jeiy+wQ48PVFToIJCVSGKBw+og8WPjmbAA7CU229rOqwMG180buz/Prxz5Mt6HAynXzykakj2ceZ4nHxNVzSkak1xeMbHOPJt9l47Jpue9p0AQ1hSP6Wo+qzG1h9hHDei1GjZr8KTPz5aScjvrZUOQcbvO6g3Hqjtg/DrOB6nw7JkO2fbhy9qH6adTEcNtw0KJqL3t6soHsy/sHuGzmyGNkY7GLRaOsl7ByWiH7esPDj9c2+bhp4cih4aUeK0aDRlrPrhFwxayR75FnN+Oxm7Cactu15nQBsqAxd2OzE2Ef+Rt79fyyEVfymgcipDz13Fg9sqPklvoMlWJgRPqlM4pZ3ZRNrymwU3kW1d9TVUe7AnHyHafu3MVjMw/Pm1aUqWAihvveKKX8pZQyJKUMSil/Bdx0gnm1A+1SytVDj/9JNmidEq6YVUy+3cg7L6zDYTbwn43tNBY7+fx1M2koyh4El9Xm8fnrZhFJprllcSXrW3y8/5J63FYjFqPGey6q4/p5o89dWlFfQJHLwkeumIbXbsJkELx5RQ03zC+j1RdlSU0el84oQggo81j5/HWzaCx2sqAqe9I0s8zNz163kJlDgd3ccjc/uG0B8UQGk0HgtZv49qvrWdj2F9CMBOa+lS3FN3DHsmqaB6Isrsnj8pnFhOMpPnTZNOxmA1aTxvsuqccXSZBI61w5q5gPXVpHqGQ5cvZrQGjgLCZw/a/56U4HFqPGB87zUppohht/hixfBL4DSG8VLHoTaEaw58MVX8a8+wF+d2sNFV4bQmS/3xsXlPP3tW00Fjt57bIqNrYO8r5L6nFZst/fO1bWctXskSeaZ7srZ5Xgtpr4yOXTmFnq4tv/3cnXb5rLgsrsvm8sdvLzNyxiXoWHz14zk4unZw+sFV4blXlWvnj9bMo9VoSABdVe5lV4CCfSfPKq6TQUZa+qL6r28tYLain3WtnbG+KVpgE+c/UM3DYjZoPGbUsqmV/pYUGVZ7gOfuM1c7lvfTtFTguzS1188zXzEEi2dwb4/q3zaSzO5r2g0sPXb5rLtx7ZyZxyN+a68+HVPwVbHkv2/5xv3jQ725uvCWaVuXndeVW8ZmE5Bk1Q6DTzyaums6c3zPRiF++8sBaLUcNpMfKli70siTxP5Mbf4rGZh+vJ+5Z5uMqwDpylcMNPwVkMQkOf/RoG572D3d0hPnftTKrzbfxtdQtfvWEWjcXZ3/CSGi9vOb+GrpiRxM13QqgXLvw4WD1gMMP5H4Y5rzn9lWAKu2R6EW9cXo3ZoOG2GvnM1TOGO9fGwmKxcOOCcm5eVIFRE+TZTXz1xjnUjyM4zHd5eOcFVVw9pwRNQJHLwvdvnUtj8dhvB1FSUMBnrqzjVdO9CJH9ff36jhlUl459Lum0EjdfuWE2y+uyw+ZrC+z87PULWVyl5qNOlFnlbn795qWUuq08sKmTD18+jaVDC3U1FDn5yesWMb3UObz9ivp8vnT9LJwWI//a0M73bptPdb5t+Ln3XFTPnDI3TouRnmCcpbV53HJYXfzma+aSSmdY0ZDPW86vwWLUcJgNfOqqGcwodXH+0LDYyjwbn75mJjcuKOcNy6sxatnj8seubKTEbeG/27qoK7BTX+jgjqVVXD+vFIMmKHCY+c4t89jY6udnT+3lR3csHA68l9XmsaS2AP3iT6NXZW9ZrxfOYN+r7iScFvzyuux5hSbgxvmlXDOnFK/NxK2LKzAZBG6bkS+/ehZaQR0rvYN8ZqV3+Nj/kcvquLgszfz2v/CdK7zD5yVvOK+aAoeZrkCcxdVevn/bfGoLxv5bPFd1BWJ4bebjb3iC8h1muscxukRRzjQhjxz/Od4MhFgF/AL4B9nVeF8PfFBKecEJ5vcC8C4p5W4hxFcBh5Ty00fbfunSpXLdunUn8lanRDKt0zoQJpLUMWhQ7DQhhSG7+mxGYjVq5DlMhONpYqkMugSbyUBal1iMGhV5dgzasecjdAVihGIpLKbsin4mg0ZPILuYgdduIpHW0XWJy2akxD3yKkC3P8ZAJEmh04x3aMhsLJnBZTNR5rER6WslnUoQtpRS6LFjMRqIJNL0BOMYNfBFUnhsBlIZSGYkTotGWgeDEJR6bEQTKcLRKHaZIC/TQ9pgo9dUQTKtY5EJyi0JDEYzJMPEpQkRGyBldmPSBBY9ll1IKZ3MTkItnkl/TBJJpil2WcnoOgPhJC6bCYdZY39fBIMmhu9zVF/oPF2LM4xp0sjprJ+6Lun0x8hICTI7BzSRytAbipPvMFPuPdSTHYgmaR9aebLEY6UnGCejZ698lritRBJpook0GV2S1iWpjI7FaEBoYNEECV1iMmiUe2z0BOPEUxmMmhhaYVcjEE/itJgo81rpDsSxmgzDNyhv80WIJjIYNIGmCWLJDEUuCxaTAX8kW4c99qEDdaAD9BS4K9nvixFP6dQVOLBbjEQTaVoGIkgp0REYNcjokG83EUvrGNIxChgkbXSio5EnAzSnvKTRqLVGMVmd4Bi6qtyzg3Q6SbdWTlRYqSt00h2Ik5E6uq7jzATIoBHHTAYTujAwrdiBpmkQD0JsMFtOzQTuCjCc8YXTJ139PJ5ANM6B/hgGTeSMSBmPvlCM9sE4Rk0w7wTz6PH56QmlsBphesWJXSXp8/nwhbOrrNeWn1inWetAmP5wCrvZcDYumDQp6mdvKHvsK3FbCMfTdPjjOMwG6oucaKMchzv9MXRdUu61MRhN0hdOYDUZyLObCMXShBIpQFBXYKc3lCAQS+GwGKgvyna4NPeHSeuScCKNw2xkWrGTZFqnNxhjIJrGbtKoK3JiMmikMjptQ1NXXBYTZqPAF01R7LJQNDSMtj8UpyeUwGLUsh1zViNdgQQOo4bBIAjEUpSYYhRKHz5LBXo6jVsfJCFNtCad2fppCdIdNxITdqqL3CRSOsFYkkQ6Oy3JYzVRfbCzx99OOjpIl+4lqjnxGFKUuM2IUDcIQZMsIZbOfv52f5xoMkO5x0LRKOchk9yYJ4VOZB392N0bKXFZuXSU0WoToak/wh9eauKJT1xySvJXTptTM2l5EpqIILWW7JDflWSD1JeAj0kpm08wv4Vkb0FjBg4Ab5dSDh5t+8l0kqWcUybFSZaiHIWqn8pkpuqnMpmdkSD1tb9+mctnFp9wJ93x+KNJ/ue+rWz6ysjpVcqUcs4EqSfd3T8UjJ7o8N7R8tsELJ2o/BRFURRFURRlMusOxilwnLqFk9w2E5Fk9n7oFuPINSUUZbI56SBVCFEEvBuoPTw/KeU7TjZvRVEURVEURTnb9YUS5J3ChZM0Icizm+kNJqg6ixayUs5eEzFx6n7gBeBJ4Mzd90NRFEVRFEVRpphwIo2UEpvp1F7hPLiglQpSlalgIoJUu5TysxOQj6IoiqIoiqKcU3qDcfIc5hG3/5loBU4LHf4oMPZbfCnKmTIRy6A+JIS4bgLyURRFURRFUZRzSk8wQZ791N1+5qBCp5nWgegpfx9FmQgTEaR+lGygGhdCBIUQISFEcALyVRRFURRFUZSzWm8ojtd+6uajHlTkstLiU0GqMjVMxOq+Y7/juqIoiqIoiqIow3qDCTy2U38ltdhlYWPrUe/qqCiTyklfSRVZbxJCfGnocZUQ4ryTL5qiKIqiKIqinN26g3E8ttNxJdVC+2DslL+PokyEiRju+0vgfOANQ4/DwC8mIF9FURRFURRFOav1BOPknYbhvgVOM75oknhK3YxDmfwmIkhdLqX8IBAHkFIOAqd+zIKiKIqiKIqiTHG9oQTeiVg4qeWl7N9RGDWNMo+V/X3hk38vRTnFJuIWNCkhhAGQAEKIIkCfgHynht6dEOoFez5Eegnby9iVKCYtBS6LASEgnMiQzkjyHSZiyQy6hJQucVmMxFJppASTAWxGA1WFTgYjSQYiSVIZSWWeDatRo30whtWkMRhLIRBML3YwGE0xGEkSS+k4zDrVwochFSAoPIQsZdTm22gLxAnG0liMAk3TGAgnKHCaKXJaEQK6AnFsJg1fJInJoNFQaKOpP0w4KbGbDVhNBiKJDBaTAbfVSCyVwRdJUmiFvEw/vRkHMawgDJR6LWhCo39ggDwtitekoyWDJDUrfuGmXAxitNohOoAmAbODVDpBJpUgbS3EbjJAqB0MFrB4AR09FSOTjJNxVWBPDoC3FlzFBGIpOgajmAwCCYTiadw2IxVeO3bzRFTrqSEST9MRiJFM6yTTOpoGSKgtsNMbThJLZrAaBYF4mowuqSlwUO614Ysk6QvFSCaSmI0aoaQEoWHQIJHWMQiB02IkmsrgsZlwWgw09UURAhqKHIQSaaLJDP3hJHl2Ewuq8khndFp9UeLpDFVeG65oG4GURp/0EEhAMqNjNmqg6zS403RHDRgsVgodZg70R5ASvFYjoWSaEi2IOdaLZs9HeKto80WRegqjnqTY46AtBOWGAIWZHjooxpc2YzGZMOgpaopdWMOddCat9CfNFJtiFGsBiAfA7EBiAIsDEfMxiIfOjBenlqSabrAVYIj7IBUBRzHJVJJ4KkXMWkoobaSKbiyuIkgE0WM+MFpBZpDOckSoHfQ00luDIb/uTFeNKad9IETzYByjJphe5CDfZRt3Hgd6w3QEYliMGvUlNgrt478XYKi7GT3UiTDZsZQ0YLGNf9mFTNcORLgTLG6SxfOxWq3jziPctRdjqB3dlo+9asG4Xw/AwD4IdIKzCIpnnVgeZykpJS0DUQajSSxGjYwucVoM9EdSaAKmF7twDQ2/TKV1WnxR0hkdl8VIRyCGzWygzG2l0x8jFEtSapfUuzJ0yXx6QwksRkEkniEtdVxWE25DisFIAs1kx2oxYjEYCMRTlLoPHYuNGoQSaTIZSZHLQmW+HYvRgC+SoDeYIJ7KkNEl0WSaAqcFo5Y9v4glddw2IxajRkqXDIQT1Dglrng7DosFk55A19NE05CwlVIg+5GpOBlrAcZYH5jsZNJppGZAM9kg5kMarOjCCOkYwlWOMdoFqSgZZzlNSS/INHHdQFKayTdGqRK9mJylpDWNmK+LuK2UUFJSkOrEYQKj1QPhHrB6weqGuB+cxeAuP5PVYNLoCyXwnuxw39ggPP/97P9vmwW20W8zU5VnZ09PiDnlnpN7P0U5xSbibP5nwL+BEiHEN4HbgC9OQL6T357H4KGPw/U/hPu/RFvNTXyn28zDu5swaIL3X1JPidvKdx/dTTiRZlqxk89fO5PvP76bS6YXsbUjwEv7BjBqgtcuq2J6iZNtXSECsTS/fHYf/eEkX371bP69sYMlNXm0+qI8vauX82rzuG5eKcF4ht88f4BURue+m6y4V30cMdiE0+qleeW3ecCygs5giv/39H7SuuTCaYXMKXfz/N4+vnDdLL764HaumVvGumYfrxzwYTII3np+Le2DUTa1BfjApQ385Km9+CJJyj1WvnHzXP74UjNvnmOiNrWV3/c28Nv1B0jrkstmFPKmFbV87l9b6Qsn+OMNbi7e8b9oHWuxG63El32Gh8wXcqlxA/luJ2gmiA1gevFHmIKdcMVXkPueQrS8CAYzXPVNiPvRXvghxnQcWb6Y5FXfxvz7K4nf9Bs+8CS8tH8Ai1HjTStq2NEZpMBpZkGlh6vnllF9Dtyourk/ws+f3sO0Ejf/99x+/NEUlXk2Pn3VDP6+ppV71rcDcP28MvLsJv78SiuXzSjiQ5c18tc1zRQ4rCyvz+f+DW3UFTswGzSe2d3H+pZBzAaNd15YCwjqiuw8vauXx7b3IIDXLaviqjmlfP6+rXQGskOUfnD7AnZ2BfnZU/tIZnRW1Hr53MX5/PdAmhIv/PDx3USSGRqKnLxxeRWP7UxQW2BnR2c3gXiKh7Z0AXD7kkr+Z14Yz3/fj+ZvAVsebRd9jw++kI8/muHdF9dzoLeLD55fTN6qb/Fg4Vv50nN7CCfSNBQ6eNP5NTyzZz/TvYLPPN5GMq1zzzU6pas+AcFOcBTCyo9Bz062N76Hjz3Wy96+ZhxmA1+7soRXO9ZheOxTkIxA8WzMV3wF891vxOmtRV71c+5sNvHu6q0YH/k4WrgXnCWw8qPQ81cw2WDtb5HTrkS/+DNo1cvPUM2Yeta3+PjZU/t4bk8fBk3wumVVvHZZBfMrx34vv3XNPr736C7WNGfr7zsurOXV88uZWzH2E7FQ80asj30CU9cGMNmIXPgF4tOvx1NWP+Y8ZNMLaI98EtG3G8xOLJd/kXj9lViLG8ecR3rfczge/ihisAmsXvSrvom/9iry84vHnAd7n4AHPwrBDrAXwHU/gFk3guHc6cQ7mlgyzb83dvD1h3YSS2WYUeLijqWVpHTJA5s62dkd5KYF5XzgsmkUOM38/oUmfvN89li3sqGA+ZVe9vaGWFTt5f89vY94SueChnzevKKaL93/Iv3hJCVuC++9uIE7X2ris9fM5HuP7qJtMIbHZuJ9l9TT5otmO2RK3fxxVROLqvOIJzM8vLULCbxqVgmXzSxmTrmb+zZk2/KqfDv/99wB+kIJipwWvvGaufxhVTOvHBjAatL4xJXTefnAANdWxDiv8ydYGy8FXzMYDGjr/4Q7kyRVfSFdy79I0dOfwFw6F2ZeB89/H61vJyx7F8SDsO3e7Bc18waoWIqM+xEv/xwySUTVcjKX/IpvPtvPi/v6MWqC25ZUsrzCyQ3uzRgf/TS+Oe+nK28ZC7d9C2vrc2AwIZe8HRHzQcUyePFH2YDVWQK3/AbqLz1DNWHyGAgn8JzscN/2NVA8B4SA1ldgxuh3hyzzWtndHTq591KU0+Ckh/tKKf8KfAb4FtAJvEZKee/J5jvpdW2BBz4Es2+C1b+GcBcPpc/j4d3Zu+9kdInFZOBL928nnEgDsK83zI+e2MOiqjwCsRQv7RsAIK1L/rq6FaOm0dQf4QeP76Y/nOT8+gKe2d1Lpz+GJuDpXb0AXDy9mHBC58dPZk/O377QyaxVn8ie0ADE/dQ+8yHc4SaMBgNpXQLw4r5+wok0S2vy+dYju8jo0B2I88oBHwCpjOR3LzYxt8LL7Usr+eYjO/FFkgB0BuJ89l9bmVfhZWlqI1tSVfxqbWA472d29/PM7l4sJo3zaxyc1/wbtI612fKk45S+/DWqRTcb0rVgdkDnBnjuO9nAoWQO9GzLBqgAmSQkQ/DMNyEdB0B0bsD0yv8jsfIzWP/zLpYWpoDsVb/fv9jEhY2FPLSlC38szaNbO0/RTp88pJT8Y20rlfkOfvj4bvzR7PfRPhjju4/uwmjQkBKkhIe2dGEzG3HbjDyzu4/HdnSzoq6AZCbDn19uYUaZmyd29LC7O8T6luyqf8mMzq+eO0BjiZOOwTiPbutBStAlGDSNz/5rC52B7L4ZjKbY3R3iB4/vIZnJDqJ4pdnPH7fEWTGthK89tINIMjv/ZX9fmPs2dtDqi+KyGrFbjDy4uWu4rGWGIHmPvCcboALEBql66gN8bqlGKJHmx0/uYVpJHr9e1cmuqtv5xBP+4d/X/v4Id69toyC/kA891E1/OMlHltqY+fwHs/UMINIPz3yTZNX5fP6ZIHv7skvxR5IZPvlIJ7tC1myACtC7A176Caz8GJpvH0VPfZzLau0Y738fhLO/RcI98Nz3wFEAJivY8hD7nkTseOBU7v6zzqPbunluTx+QbTv/urqVnZ1jH442EI3y9zWtrGk+VH//77kDHBjHkLbQQBemF7+XDVABUjEcz3wR4ds/5jzSvXvhiS9nA1SAZBjx6Oew+A+MvRxd+zA88rGc9lx78MM4BveMOQ96d8F/3p8NUAGiA9nHXZvHnsdZbEdXkM//exuxoXl5u3tCPLq9m1f2D3D9/DKkhP9s6uTFPX2sbx7kl8/uHz7WvbR/gMFokosbC/n+Y3uIp7Jt3sKqPD5171b6w9ljZk8wwU+f2stHLp/Gd4cCVIBALMUPH99DidvK7HIPf13dQsdgnCKnhQe3dKEPtYWP7+jhQF+E1QcGyHdYsBgN/PTJvfSFEgD0hRN86t7NLKzKdsLEUzrf+u8uLpxWyBWRR7CSgv3PgKcC1vw2e1wFTK0v4tjxN1rP+wqkI7D2N9C3Eyyu7N/WexhukHc+AOiItb8bfj3BLv6708eL+/qB7PnLP9a2EZMmjI98AoTgeeMFzGi7OxugAmRSiDW/yQa9z34r225C9t+73wy+plO3s6eARDpDNJnBaTnJDqSuLZBfB/n10L31qJtVee1s71R3ilQmv4mYkwpgBwxD+Y1/jNZUFGjPnqhWnQdNzxEvXcrDzbmbJNIjRz1v6wwyt8LNmibfKM8FcNtMRIdO6BdWeXl5/wBzyt3DwQNAPJ0hns4gs8dM5nliaINHnATpGUr17uGD8EGrm3zMr/SwoyvIwiovrxwYGFGODn8Um9kwovx9oQRzK904e9eytn9kY7pq3wDzKz1cWW3E3vzEiOdL0h1s8Jmz353Jkg0YACqWQvMLhzYU2qFA4TDiwDPI4hkQaGOWM/fkM5JIownY1hFgW2eQaDI94vVnk2AsxSNbu0nrklRG5jzXGYiT58id27Kpzc/MUjcAz+3uw2o2sKwmn5f29RNPZ7J1bZS6cKAvzNYOf06ax26iJ5gYfuwwG+gLJzjSC3v7SaZHLs6wrSPItGIn/miKzW25ec92hrP143CZFGUyGxRKCbFUhsf3BmnKFA3/Bg7a1R3CYtKGf0MNlkD2BP1wqRgZDGzuGNmT3JI8Ymhn68tQOhcAQ99OCkQAEke8Lu4Hgwna12Y7XACx/wky/ftG5K+M1Nof4tndfSPS1x3W5h1Pjz/N83v6R6TvGs/Vgrgfa9PIdksLtI45Cy3Wj+jcMPKJwbHnYQp3InxHtOdSR/OP40Te3wqRI77TdBz8zWPP4yzWMjDyPpFrmweZW+nJOWZu6QywrmXksXp1kw/bEdNKNE0Md8YdFIilQIgRq6mmdUlKl8RSGXZ2hZhW7GTHKEHDxtZB0hlJU38Ek1EjGM89roUSaYyG3NO4dCZNQeujULkMujZCpHdEvt6WR8lY3Nn2qvWVbGLRTOjcOGJb9j+TM1Q8XH4BD+8Z+f3t7AqCwUS47HxiqQx5LY+OzCvmy067OFwiOLLNP8f0h5N47SY0IU4uo4F94KkCTyUc7CgbRWOJk81tfnRdHnUbRZkMJuIWNF8G/gTkA4XAH4QQZ/9wX0chmOzZk4+imVh8ezjviJFYZsPIr7fcY6UnGKexZOQ8p/pCJ8m0jkHLNlTNAxGml7ho8UVztjcbNCzGQ3l3JbJXcI4UNOTlbAcwvcRJpz9GmcdKy0CExuKR5ShyWcjokiPbS7vZQMdgjJinkRnekQH4zDIXLQNRtg3opIvmjng+YCik0Z3Jzo+SMjs8EsB3AIoOmy8l9UPPHUYWzUKPBcDqoSeVO5zXZjagS6grdFDhsWE1Gka8/mxiNxtZUu0dtY65LEaSR3QwTCty0jZ0A+855W7SGZ0WX7Z+mQ0azQPRUetkuddGdV7ud53O6DjMh77fWCoz6oIPM0pdI06gACrzbPSFEjgsRhqKnDnP9aTsYHGPeE3QcKh+W00ac0tsFBtGXiUrdWfn/h38DQ3ozuy80cMJDc1gotwzcp5gsSmem1DQcKjX31lM3OAE7YgOGoM527FSOAMGs1eAZek8pL1gRP7KSB67gTnlI/f59BLnKFsfJQ+riZllI+tv1XiG/ZtspIrnjUjWHUVjzkKaXUhvzcgnnGPPI2PNy65xcGTezpIx54GzKHt8OpwQ4BhHHmexYpdlRFpDkYOOwVjOMbM238H0UdrF6SVOUpncNtaoieF25yCLUcNsELhtIzt1zQYNq8lAqdtKhz9GbaFjxDbTip0gsucNmgCTITd/oyYwHHGgNhmNhAsXZY+rnupR5yVGCxcgMqnsCJP8oaHs/lYomDZiW8oXwcGRLYDNt4MlZSOHpdYV2CEZxebbiaYZiRSOMo/a6s126B3OYMqeT53D+kIJ8k520aRMMnuschRl/2K+4ZFoR/LazTitRvapxZOUSW4irqS+EVgmpfyqlPIrwArgzROQ7+RWviQ7b/KFH8Cl/4MId/Ha0k4qPIcOfl3+GG84r2r4scWo8blrZ/KX1a0sqvJSdNiBcmGlF6tJQwDvurAOIeDJnT3cvrSS/lCC2gIHFd5s4LavN0wskeHmRRUA/HJjggMXfDfn5Ll30UfZmalgMHLoCleRy8L8Si9/fqWFL14/i+2dQVZOK6DgsKtuS2q8DEZSPLqtm3deeGjxF03Al66fzd1r22gvuYTlxv0srTh0kl/ktHDD/HJ2dAV5YFeYbXM/kxNshBpezcZEBcsMu8HiQdoKsnMDhQYtL8KMa3IDbV2HGdceemxxk7n0C9jvewfxa3/CH7YfOkG4qLGQA30R6gsdFLnM3LS4Ak07yR7JSc5k1Hj3xQ2sb/bxlvMPnRQbNMFnr53JxsOuQlXn2ylxW+gKxClxW7h9aSUv7Rtgc1uAj1wxjV3dQfLtJl41qyTnPm3nNxSg65LlDQVU5h3qNNjY4udLN8wePiHTJVR6rVw249CJuMdm4kMrS9na7ufWxZXD6RajxttX1tLpj+KyGClxW6g5LJB4oMVE5Jofg3YoCO5Z9ml+vSNbrlsWV7Cl3c9nrqhhbstdvHNxbufNOy+qY/Xebj5/RSVCwE82ZWhb+a1sPRv+YB/EsvOffPfaipwT0rctK2aWOHQyhskGl38Jnv0uGMwMXvlj7tqWJH3l1xnuwRECVn4Eml/ODqsLtCFdpbD4bRjtIzuOlJE8djuvXVaVEzjMrXCzuHrs319Fvo33XdKA97A5XSvq8pk5SoBxNK7iWpKX/S+YDwXH0ek3IfOnjzkPQ9lcuOobOR0jcsHrSeeNcvJ/FI6qeWSu/k5Oe64vfz8h98wx50Hpgmw5Dq/3l3wOSuePPY+z2OxyN3csPdQu2UwG3ri8BoMGG1r8QLbD8/JZxayoK2BZ7aG6WOS0sKQmn1cO+LhmTulw+tM7e/j0VdOHmwZNwHsvqecPLzXzsSunYzzsmPSm5dXs6ArgjyR510V1RBLpoU67Q4FqVb6N6SUuFlV5SemSnZ1B3ntJQ07T87lrZ/LEju7h17x6XinrW/xsrnkrtK2GhW/IXlGvueDQh7flMbD4w5Rv+QV0boLLvpBt68I92c6R/IZD2+bXQ9EMKDxU94yBVt58XnnO+cu8CjcWk5H0pZ/H0LeDlbZmdk9/b25nS9Xy7EKTF3w0t/285nujB8fnkL5QIqftOiHBjmyHhMGYPX46io55hXpmqXvUkXSKMpkIeeR4ufFmIMQzwM1SSv/QYy9wn5Ty8pMu3RgsXbpUrlu37nS81UjxQHYOQCwAdi/422l3zWdHxElcN1LmsYCEgaF7UlV4bQgpCad0QrEUBS4LvnACg6bhMBswGaAiz4E/msQXTRGKp2ksdmI0CFoHorisJnpDcYQQNBY7CMfT9IeTRJJpKlxGZhraEcFOwqZ8usy1eL0e+kMp+sMJhACvzURnIE6Zx0qJ20w6k53D6LIa6QrEsRgN1ORbaR+MEUpkKPVYyeiSwWgKr82E124kntbp9MdZ5I1DKkpz1EpcWLBarOQ5TAip090/SJlDUm8aRA91kzQ46DeWkqdFKbBpEOxAGG3oJht6MoIeC5J0VWM1GzEM7AajDTyV2eWiQ91kEhEy+dOwpiPZuX9FM2kaTNDUF8Zk0DBoAn8sRaHTTIXXTkXeaRlxPqYo+FTXzzZflDZflFRGJxhP4bIYyUioyLPRG0wQS6bJd1joC8VJZSS1hXbmV3rZ1xumLxgDdDTNQCiRQRMCkyYYjKawGDVK3Jbs0GGbGZfNyP6+MEIIGoqcpPUMkXiGDn+cYreFGSUOLCYTe7pDxFIZ6vNM1KT205Rw0ye8hBKScCKN22oik8lQ4TbSE4histgpcFqGl8Ov8NqIxeNM0zoxBNvQXCUMOhrY2Z/EahCYSVHkNBHQrcykCRkPsk9W0p804bBZMeoJ6rwGPLE29qaK6I4bqHPq1NGOFu4Ga172xMhegAz3s19U0hK34TVlmC7acbrc2e1iAXRvFbqEZLCfqLuW9kwBFXoXRQ4jJILISH92DpeeQbrLs3MIM0lkwTS0yqWnbJ+P0aSon+OxqdXH/r4oZqNGfaGNORXjD/LXt/ho6o9iM2nUFtiZU+Eddx7B5k1IXxNY3Yi8Gtxl4zuBjkajWHs3IHzNYM8j7a3DVDp7fGUI+rH070DzNyEdJQS90yksqR5XHiQj2Tmog83ZFVTLFoLNO748Tp0zXj8DsRR7ekL0BOPZzjkJLquRNl8UTRPMKHUxbWikUX84wZ7uEPFUhjyHmY7B7PG4yGWmO5BgMJKgymNkmjNBZ9pNqz+B12YmnEiRSOuUuq1oZOj1R7HarFiNRmwWAwOhBNUFDiTZhfA8dhMD4STJtE6Zx0pdoYMil4V9vWH6w9nVfXWZLXuxy4LTYsAfS+OLZFdZd1uMRFM6feEEy/PCuKKt2KxWDDKNTERIpDNE3PVYM2Gc8W6kpwoR7EJaHMh4AIwOhN0L/jakwQwWFzIWQBTUZtcJSERI509jY7wUKTQCcR0djSKbpJYuCuxmElKQ9LXS75mPMRXEEz6A1WLF7MzPXt11lWRHn8T82Y69whnZ+fyTy5h7uSeijv5tdStP7ezhXReNfYG2EZpfgF0PwcI3Zh9v/gdMvxrqLhl183XNPp7f28e977tg1OeVSe3svgpzmIkIUv8DLAOeIHsbmlcBa4B2ACnlR06uiMc2mU6ylHPKGT/JUpRjUPVTmcxU/VQms9MapP70yb00D0S4Y2nV8Tc+mq33ZBegOjgCbc/j4K6Aha8fdfNURueDf9vAfz96EZV545gWoUwG50yQOhFr0f976O+gZycgT0VRFEVRFEU5q/WG4jlTbU5IsCt3/rE9H4JHH+5rMmhcPrOYnz+9j+/cqqYBKJPTSQepUso/Hfy/ECIPqJJSbjnZfBVFURRFURTlbNYbijOnbOz3cx5VqDN7D9qD7PnQs+OYL7l+Xhmfu28rtyz2cV7d2O9JrSiny0Ss7vusEMIthMgHNgC/FUL86OSLpiiKoiiKoihnr75g8uSvpEb6cxeftOUfWpn+KFxWE++6sI4P/W0DPcHRVwJWlDNpIlb39Ugpg8AtwF1SyuXAlROQr6IoiqIoiqKctfojCTwntbqvzN4P3HbY1ViLG5JByKSO+cpF1XlcOqOID/1tg7pvqjLpTESQahRClAF3AA9NQH6KoiiKoiiKctYbCJ/kldRYAAyW7KrJB2kaWDwQ7T/uy29aUEEwlua+jR0nXgZFOQUmIkj9GvAYsE9KuVYIUQ/snYB8FUVRFEVRFOWsFEmk0aXEZjIcf+OjifaNfnspqzd7n9zj0DTBG5ZX86PHd5NRV1OVSeSkg1Qp5b1SyvlSyg8MPT4gpbz14PNCiP852fdQFEVRFEVRlLNJfzhBnt2EECdxV5HIQDYgPZLNk52rOgbTS1y4bCae2HHseayKcjpNxJXU47n9NLyHoiiKoiiKokwZvaEEeXbz8Tc8lmg/WFwj0y1uCPeOOZvLZhRx7/q2kyuLokyg0xGknjM3nVUURVEURVGUsegLJfCebJAa6Rs9SLV6IDL2IHVpTT6v7B8gGD/2YkuKcrqcjiBVDXBXFEVRFEVRlMP0hRK4bcaTyyTSD1b3yHSLZ0xzUg9yWIzMKnPz/J6xv0ZRTqWT/GWMybivpAohDMA6oENK+eqJL9IE83eC0QaZOGmDjZhmRUcgJQhNousCj81MPJUGIbCZDMTTOkhJOJHGpAmMQkdIHYPZivWwCfTRZJpUWied0bGbDdgs2RXgUmmdVEbPbiTAbs7dlfFUBqMmiCXTANjMRqLJFKmMxCwE6UwCq8WCjkYypWM0CKwmIyajNpR3Bl3XyWQyeJx2gtEE4WQGm9mA1aARTekIwKBBRpcIIUilM1gNOglpQMhsucRQAU2aDkKQ1gUSMGoGTAZJLCVxGtJkNDMIQTyZRhMCoybQpSQjwWLUSGUkBgFpmSGeApfZgNA0EukMJk0jreukdInFCPEUFLutp3qvTxqJVAYhIY3EbjYipSSWymAzGRBCEE2mQUp0CU6riVgiTVpKXFYTZNKgpxhMalgMGsKgITIpNGEgmpGYh/ZDKJmhwGEmk84Qj0eQRisg0BFYDYKMDiaThpSSZEYnz24ZLl88lQEpSWQkqXQGo0FgNhrQdYmGJJqW2E0aUtcZjGdwWQzoUiKEhgHQJUgBBgEpXaJnJCYTZDICkx7HZNCQqSgpoxODpmNJRUgYHGgIpExjFmnQDCQSSSwmE0JIkskkRosVMkliGRNWk4B0iqTBijAYSCdTWLRs/dZSMXSDEWkwEk/oOEyCNAZSqRgmqwehCQbiEpcJhJQ4HPYzVhemur5QHA1Bgcty/I2PoicQxWSE/JPYD12BCDYzeG2OE86jczCMy2rEZTvxtig22IXR6sFkO4k6NdgOjmIwn+TVmrOIrktiqTTpjMRhMZLSJWaDhkETJNMZpC7JkD2upjM6aV1iNRly2lZdQjyVRuqSZEZiNEAipYMAt9mAFIZsXqk4Hqcdf0IHJEJPI4UBITQyusRgEOi6xKgJkunsAjrJTIaUruMwm0im0kghMAhBPKVjNmoYDYJYKo1B0xCAzZAhqWtoBgPpdAapZxCagbQEA9nyOSxG0lKiSQ2zQRJLJBEGI0II0rrEgMSSiZIUZowGgZYKkzG6MckEcV0bKidoSCyajkQnndbRjTYkEhNpTHoCXTOTlBpWoYNMYxAmkCmQOpidkAyDyQF6CvQ0IBk+YbC4wWQ7o3XjdOsNxXFbT/IeqdF+yK8fmW51j3lO6kHzKjw8vbOXV88vP7kyKcoEOB1B6r0n8JqPAjuBUbqGJpG21bDjATjwLFQugzk3Y9j4d5wL7uC55Gy6w0me3d1Luz/GTQsqKM+zsqMziNmgYTZo5DnM3L22DafFwHXzy7EaBc/u7ueChjyW1BRw/+ZO5lV4ONAX4cEtnVR6bbz5/BpcFiN7+8I8tq2brmCca+eWUZNvZ3FNHhaTxjM7e9nfG2Z6mZv/bunkhoVlOCwm/rW+neaBKFfNLiGZ1pGZJItqC/nZ0/upzLPz5hXVpHW4a1UzfeEEV88pJd9hoqHIyXN7+nh6Vx/XzC2h0mvniZ3dXDy9mOd293LJjCJeOeBjQZWXjsEoq/YPsKjay6KqPIQATUCx04o/luKfG9oJRJN8+IpGnt/dS57DQjqTIRjPUJFn4+EtXRQ4zLxheQ0Pbu6gdTDGaxZWsKc7yPkNhezsDhFPpSl0Wnh4axcLKj1c1FjEn19uIZ7OcMP8CnZ0BagpcHDJ9CLmVniOuxunqkA0xQt7e/HH0mxu87OjK8CHL2tkfesgL+7r59IZxSyu8tITivPo1h5sZo3bllbxjzWtDESS3L6kgqXFklc6dcxmE6v29dMViPPeSxp4ckcP2zuDXDO3hLpCB32hJI9s68Js0HjTsjKi6RDbO0O80jTA0po8Xj2/jEgiw19Wt9IfTnDLogrObyhgZ2cQl83Eru4gAsFj27vJd5h54/Ia1jT1saMrwhuWV1PkNPPKgQG8djOPbe8mltK5dm4psWSaijwbXruZv77SSm8owW1LKllekqG893lcW/+EdJUhGq9GjydIVl7Ao31O/rr2AAtKzHxqejeGaAf4DuBofhFZsQRK52MzWpF9O6FvF66l74DN/0BEfexe9h3+sCXG7v4Ed8zzcnW9mdK+l9E23gUWN6Zl7ybjKMa09W4srS+TrruMPeWv4VPPRJlb4WFehYc8U5IV9UUU5ucdfycqAOzoCrKlzc/da9twWAy8aUUtiyqclOQ5x5zH1g4fG1oC/GtDBwUOM29aUcOSWjde29hPeje3+XjlwCAPbumk3GPjjSuquWR68bg+y8aWAV7YO8BjO3qoK3Tw+vOqWDmtaFx5hFq3Ivb8F+e+B4iWLCG+8E246paNKw9aXoFdDx46Ps2/A2ouGF8eZ6HdPUE6B+Ps6g7yyNZuSj1WXrOwnHZflJpCB75IkvUtg+zoCnLV7FKKXBbuXtvKx6+czrqWQVbt7+f9lzSgS3BZDQRiafpCCVp8UV45MMCi6jwum1FEoU2jqvV+klLjnsQC/r0rxuxyF9fMKWMgkmB1k49dXSEuml6Iy2LEqAkWV+fRGYjzl1daMGqC25ZWUu21sa8/wuM7eih0mLlgWiH/WNOKEIIb5pdRmW+nNxjnQH+E5/f0M7vcxXXzynlyRzcb2/xcOK2QPLuZukIHO7qCPLmzhzllbs6ry6fQaeGBzZ3s7Q1z84IS8p02fvvids6rsPGGyn7qQ+vY7L2Sr76c5iOX1rKjO8xjO/tYVu3mDXUxZq7+H/Tai2DGNWgv/RQivWjzX4uxaBb4m7OxZzIEW/8J7jJY/DbY9HeYeW32dikmO2y5Gwb2wqwboWgWOIugesWZrianTU8wgfek7pEKRH3ZAP9INm/2/qnjsKDKy9cf2oGU8uQWc1KUCfD/2zvPMDmKa2G/1T05bM5R2l3ljGSEiCKYbAMm2IADDhfjjBPG4fravrY/bK4zzhFnMGCMMTlnCeUcN0ib887MTp6p70f37s5skFZabRDU+zz7bE91dfXp7lPhVJ2qElJOzBtXCDEX+DlQKKVcLIRYCrxdSvnN40yvDLgb+BbwmaONpK5atUpu2LDheG41Mdr3wsO3wqFXhsJyquDiO+C+97Prupe56g97iMSTg6c/eV4N4ViC+zY2cetb5/DVf+0cPKcJuO3i+Qjgjsf2cOsFc2jsDpLjsfPL52sH4zmtOv933TI+e+8WwrGhtN9/xixy3Tbcdgvf+s8uvnvNMj5z71Y+f9E8Zue6+ML92/FH4oPxr1tVzuZDPTisOrPz3Dy0tZkvXjKfOx/fSzxlCfKvXLaAXS19PLCpGbtF4+Pn1fC9J/bxxUvm853H9vDx82r4w8v1XLioiB2Nfexp8w9eu6gkg5WV2bhsOnaLhlXX+L8n9vHu1RW8dKCTPI+dXI+d9XVdXH9qBT977uDgtVZd8Jm3zuU7j+0F4PZL5rOpoZttjT4uW1rMb1+qA+CLl8znjsf2kKrGn7twHj95Zj83rq7gCxfOw26flL6YcZXek6mfD2xqZHtTH4/vaKW5L8y1q8rYcqiX/e2BwTjLyjKpzDW+7xcunsf3ntg3+H3Lsp28bWkJVovg9y/V44/EueWcKu7b2EhnIDqYxtuWFtPqC/N6fc9g2LeuXMyXH9wx+Ls8x8kF8wv4/SsNg2FfuHge1fkevv7wTq5aUcZdzxwYPGfRBL98z0o+ePcG7rtlDV//904uX1rC/3t0T9oz3nbRPO5Zf4gLFhUNfvP5xV7+sWwL3uf+eyiixQ5n30ak+zA3NF7FpqZ+/nNpjIUt/wRfIzSmfIPcGph1FmSWgdDh+TsgHmb/2T/iqueLCaTkk1vOKOHzDbegd5pyLb8R2boV0Tr07NHCFdyR87/8brOPihwXZ8/N59RiK29fPW9c33GSmHb9PBb+tu4QX/zn9sHfQsCv37uKCxYUjjuNXz5/ME1/rLrgN+9bNW4jMxKJ8MNnavl5SnnrsGr87n1v4fSavHGl0ekL8H9P1vL314cWH8lwWvjNe1dx6uzccaUR6m5CPPFlHHv+ORiW9BTR/8778ZYvHlcaRv30KTj06lBYThVc83soWT6+NCaXadHPxp4gj+9spcMf4Rcp39mma/z0xhW8VtvNI9tbaOkLD547e04eq2Zl89TudrY19nHLOVV47VayXVbsNp3/bG0mlpS8uH9oxKo408G7V1dyreU5ftA4n79t6xs8l+2y8v4zZvP9J/cNhl2woAB/OM4pldk8sr2Fhq7g4Lm7rl/BrfdsQWKUh8PLyO9ft4yndrfxyPZWAD545mz+s62FVt/QM6ydl09NvpvfvFQ/GHb7JfP56TMH0toF164qY+vhXva1BSjNtPOPZZvIO/wkf6z5Pi/UB3kh9RkzbNy3Yiul6/7XKE8r18Dz3zVOnv81qHseylcb5esAFjtc9yd46Yew5mPw0MchNFSvsPxGyJsH1WuheNmo33CKGLd1NlEdfc9v13Ha7FxOqZxAp+ZfroGzPge2YR4XUsJT/wPX/x0s4/fo+PQ9m/nzh1ZTUzDKPFfFTOBN03twIuak/hr4IhADkFJuA941gfR+CNwGJI8Sb3rpa0g3UAG6ayHig2g/u9uDaQYqwB9fayCWlLx3TQX3vJ6+glpSQkNXP/vbAywszuCe9Ye5blU5f3ntUFq8UCxBmy+cZqAC3L+xkQKvnV88f5DLlpbwyPZWrLqgPxKnIxBNq4gAHtzcxAULCtne1MfsPDceu4V2fyTNQAX4y7pDxBPG8ZqqXJ7e3U6+x86h7iBJCQKBLxynNMuZZqAC7Gz2ke2yYbfogCCaSCIE5Hrs1HcFWVOdyxO7Wjl3fgEPbW1OuzaWkPQEYzishor+a3MTQmhcsKCAB80Np8uynexr8zO8n+WZPW2snp3DX9cfYm9HgDcigXCMXz5fS4bDSrPZoCrJdKYZqABbG43v67bpdAaiad/3okVF/Om1BgRiUD/sFj3NQAV4eHsLp1WlN7BfPtjJnIKhUa7D3SEynOnuhH9ZdwhfOMbKihweHvZ940nJ9sY+qvJc9PRH8Yfj7Gz2jXjO5/Z1UJLjwpPS0fDZNdl4N/wkPWI8ArEQ9u1/5YZ5goXFGcw6/ADkz003UAG6DoCnAPY9Bu5ciBvvb1+yIs1ABfj9ulaa571nKCCzLM1ABbC1beacPEP2Q91Bct02fru+jb7AG1P3TjRNPUH+uj69nJMSXto/fje1vW0+/ryuIS0slpBsO9w3xhUj2d8Z4i/r0uUIx5Lsb/ePccVIDvVEuX9TY1qYLxTnwDGUQ7G+Zhx7H0wL0wKtJLsOjn7BaPQ2pBuoYNRP3bWjx3+TcKA9QJ7HzgObmtLCo4kk9Z1BvA5LmoEK8ML+TmbnudnWaOiS3aIbUxrcNva3+VlSlpVmoAK09IVx2XXq8s7lnu3pOtgTjI3Yi/LpPe2cOjvH6PBdWJR27klzRH5ZWSYvHxyZJ8KxBI/uaB387bFb0gxUgOf2duAa1lkbiiZGtAv+tbmZ8+cbHUNNfREO2hdga1nPvDx7moEK0OKLcsA23/hR/6JhXA6w/hew+iOw4bfpwsYj0Lkf5l4KnXvTDVSAbX+HRAQi489zJzud/giZExlJjYcMt+nR3KSFMBZPGs9oaixopAUsKM7g1YPHNgKrUEwGJ8JIdUkp1w8Li48a8ygIIS4H2qWUG48S72YhxAYhxIaOjmma4K2NUahoRkVg1Ue+WodFJ5GUhOPJtHmnA9gsOhYNIvGkMecFBo20VCzayE4Uu1UnnjTSDUXjuGwaSQm6JkaPb9GIJQ1DVxPGvNLR4jmtGgkzXiSexGE1rht4voFLRrl0MHzoz5inOxA3KcGqaUTHeB8WTQwaoA6bTiyeJJIYihuNJ00DeOS7iCaMuTujfIZJZyr0U9MEbrue9t7H+gZCQEJKrHp6hIHvebQ0rJqhS6kMNNSG32d4HF0zOidG13eNYDSOVR9bBxwW41yqXOEExhzw4WgaaBYiCePZ4hYPiDEUQGgjKnWLGNkvZtM19ERKg2+M9BJiSHZNgMumYRnr3tPMjCg/U7DoAuco5dyxbG6vC6N8HY7NMv5vIJDYRyuHjqEQ0YQYtey3asegC8JijPAPD9aOwSNEH6N+Git8BjGZ+mnVNZBy9PpGF6MOT+iaSHN71IRR1kkkVk1DIkctN4UAneSo+jA8vrEGg1HfDy9XnTajrI3EkzhH0XFtWB0/miy6JkYsYTlaPFtKuwDAIsyLhJnGMKyD50V6BWBxghzDcNJtkAgPtpVGnJMwNWt6Hj8nUkc7AhPcgibYbRiiY7nmOjKNOatHItQD930Q/nkLxILMK8rg5QPKSFVMPyeiJOgUQlRjFi1CiGuAluNM6wzg7UKIeuDvwHlCiD8PjySl/JWUcpWUclV+/rHN9TlhZFXC4qvTw8pXg5RIbxGLCp3kedILnlvOqSLbaeUPL9fzntMq0845rTpFGXZqCrwcaA/wvjNm8ZOn9nPLOdVp8fI9dnLcNvI96QuLXH9qOdG45LMXzuWJXe1cvLgIgdFoynBaKMlMd/W4fnUFj2xr4dx5BWxs6CEUS5DjtuEd1tv67tMqKTIXIVpf3835CwrpC8UozLDjtOr4I3HKsp3saPZx1jCXuLVz8+kIRPCFY0TiycEGwMGOfk6pyObJXa1cvbKUZ/a0844VpWnXZjgt2K364Gj0lctLyfUa8xWve0s5YOwvVpHjwp7SEBUCzp9fwPq6bj5yTjWLSrKYaqZCP102Cx8/bw6He0IsKjHmouxq8bGmOn3E86JFhWxv7CUcS+KyWdK+76PbW/jo2moCkQSlWUZjoiMQpTo/fR7ge9ZU8HTKBt9WXXBGdW6aS9qqymzaho1AfPjsKnQhONDu58rl6d/Xa7ewqCSDVl8UXYNFpRlU57vTvqUm4Oy5+SSSSToDkcHwO55vx3/G7cNeSA4gCJ32KX67M8GB9gAHSt9uzMubf1l63IrToGMPzL0I+hrBZbyzBYndlGWm56vPnFtOya7fDQW070bOvSQtTqD6Mh5oMN7fivIsajv7+fDpJTN2AaUZUX6mUJjh5H2nz0prYzmsGmfUjM89FqCmIIObz0lfOCTDYWFp2fjnpC8qzeYjo5S3cws8Y1wxkgWFLj505uy0sLJsJzUF41+AyZZbTHDlLWlhsYLFiNzqMa4YhexZsGh4/XTa6IurzDAmUz/nFHpo90W54dTytPAsl5XKHBctfWEWFqfP7Xv7shLWHezi/AWG23hnIIouBB3+KHMKPWyo7+GKYeXb0tJMQpE41fV/46NvSU9vdp5rxJYH7ziljKd3t/GJ82p4dPtQ88mqC86fX0B3IMrOZh9vmZ2TZixadWNBpXevHmpPNPWOfIZ3rCgllki/q92iD5b7A1x/agWPmm7Dp5Q4mdP3Cv45V/HCQT9XLE9fSGdZsZM5vteMH0veCbXPD50889PwzDdhzcfTH9SVa7SdDr0C+QtH6uPqjxjeLY6ZvZbEidLRRFLSG4yR6ZxA59FY81EHcGRC/1EMzl0PQeFiyCiF/U8wv8jLhoZuJjodUKGYKCdiTmoV8CvgdKAHqAPeLaWsn2C6a4HPzdg5qQCHN0DLZji8Hlm8FIqWGospVZzB39vKcdg0DnUHaeoNcUZNHg6rRm1HgDyPA18oRnmOixf3d2C36iwty8KhS7Yc6mF1dT7VBV5eq+3CZdOJxpO8uL+TkiwnZ83Jx2vXqesKsrO5j85AhFWVORRm2FlcmondorOpoYedzb3UFGSwrq6LJeWZZDlsbDrUQ1NPiLfMyqbHHyTHqVGQ7eXh7e2UZTs5rSoHDcHLtV20+cKsqMjGrmuUZhtupOtqu1hZmU1ptpP1td0sKMlgX5uP6nwvLX1hvA7DANp6uJeaAg8lmU6jN1kTZLts9AZjbG3sxR+Jc+niYmrb+4jGk3gcOq19EWblZ7C+rpssl5U11bmsq+2iLxhjdVUue1p9LC3Loqs/QnNPmNl5bl5v6KYs28mS0kxe3N9JJJ7kLbNy2NHUy7yiDJaXZ1KVP2lzKqZ9zl8kljC+aW+IDn+Eus5+LltSTIsvzJZDvZxSmU1Rhp3OQJQ9LX6klJw1N5/XarvoCkQ4b34+C5y9bPO5CSU0mnpDtPaGuWhxIXvb/MaiHnPycNl0+iMJdjT34bBonDnLQ3coSUcoye4WHwuLM1lUmkE8nuSlA110BiKsnZ/PMnPRr6SE5r4Quqax5XAPOW4bp1fnsrmhB18kwZrqXDLsOvvaAtgsOnvb/ERiCZaUZRKOJnHbdfK8dl472EW7P8K58wsocSaYHdqJu+5RNHc+5FbTj51YVg1b+7N4al8vxV4r76vowOM7aLgyte2A/HngzDEWlOiuBV8LzLkQ2fg6+Fs5OOf9PN8kqO2Jc95sJ6tyYmSGG2D/E0ZDoPo8ohYvlpYNaM2biJefxj7van6/PU51gYdct41yd5Kllfm43ce/MuwJYNr181ho6gqys9XHM3va8dgtnD03n7PnHlvjr7atjz3tQZ7b206u28aZc/I5Y5xzSQfY09bN3uYQL+zvoCTLwRk1eZxWdWxp7GzuYXdLgJcPdDE7z81pVTnjno86gL9xN7Ruw9LwAvGCxVB5Bt6KpceUBo2vQ/MWOLweipdC2alQsfrY0pg8pk0/G7r6OdwdpM0X4dXaLkqyHCwqySQQjlGU6aTDH6G5N0R9Zz+rq3Kx6IIN9d1cuqSYpt4QG+t7uHBRIcmkxGbRiCQknf4IwWiCXS19zC/KoCbfQ7YDirvXk+zvZpP1FF5ojDE7P4N5RV46/RFafWEauoIsKcskGkuS67FRmu2gP5Lgub0dIOCM6jwynBZaesPsa/MjhOCUiixeOdhFUsIpFVnkemx0+CL0hWPsaDLmxS8uzaC2o589rT4WlWYST0iq8t10+aOsr+9iVq6bwkwHhRkOdjT1Ud8Z4OzqLKxWK0/uamdpgZWzPYcppoOd+kL+sT/JpUuKaQvEWVffx7ISF2dmdVOx57cky09DFC5E7H/cWEm2ai14iiHUbRhQNhfUPovwFsOsM2HPIzDrDEAHh9vQz+46mH2WsQq1KxfKVp7Qb34cTMmc1HZfmIt++AI/u3ECz1v3POx7HJaNMctu7+OQXQFL3zlGAtIYRV1yLUT7oeFl5GXf5xN/28wDHz2dytxprccUo/OmmZM6YSN1MCEh3IAmpTwhkwlOCiNV8WbmpDICFG86lH4qZjJKPxUzmSkxUrc39nHrPZv55pVLjut6AHY9CG27YMEYTeWGV4w5q8NHtQfwNcGjt8HZt0EyAc9+C667m5++3MIVy0u5dlX56NcpppM3jZE64WVPhRBZwHuBWYBlYO6GlPKTE0lXSvkc8NyEhFMoFAqFQqFQKGYYbb7wxOajguHKaz+Cx5gjC9p3jn2+dQfkVJuTqC2QVQFtu6jOr2B9XbcyUhXTyomYk/oIhoG6HdiY8qdQKBQKhUKhUCiG0e4/EXukdh7dSO0/wsJJbTsgM8UQzSyFjj3MK/KyoaFn7OsUiingRGwg6ZBSfuYEpKNQKBQKhUKhULzhafOFyJjIoklgzP3NrRn7vPMoW9B07oOFVw39ziiH1q1ULHfR5gvT0x8l2z3B0V6F4jg5ESOpfxJC/JcQolgIkTPwdwLSVSgUCoVCoVAo3nA094bJck7QABzYgmYsrC5IxIzFA4cTC0GgHbyFQ2EZxdBTj64J5haq0VTF9HIijNQocCfwKkOuvmqlA4VCoVAoFAqFYhRa+sLkeiZopIZ6juzuKwQ4sw1jdDjdtZBRAlrK/ruOTGOhpVA3cws9rKtT+6Uqpo8TYaR+FqiRUs6SUs42/2b+ZmwKhUKhUCgUCsU00OoLkzsRV9pYyDAoLY4jx3PljG2keovSw4QwDNfuOuYVZfDqQWWkKqaPE2GkHgBG8SNQKBQKhUKhUCgUw2n3hcmZiJEaMl19xVF2JHFkQqBtZHjXAfAUjQx3F0BvAzX5Hmo7+vGFY8cvo0IxAU7Ewkn9wBYhxLNAZCBwolvQKBQKhUKhUCgUbzSC0TjheBKPfQLN8GAX2I8wH3UAZxb4W0aGdx+EuZeMDPcUQHcdNovGvCIv62q7eevCwpHxFIpJ5kQYqQ+afwqFQqFQKBQKheIItPaFyXPbEEcbBT0SwW5wZBw9njMPOvemhyXj0NcEnlGMT08htGwDYEGxlxf2dYxupCaTsO4XxpzYU95zHA+gUByZCRupUsq7T4QgCoVCoVAoFArFG53WE7FoUrDryIsmDeDKGTmS2nvICLeMIoOnAHyNIJMsL8/mx0/v5xtSjjSoN/wONvzWWDnYlQPzLzv+Z1EoRuG456QKIe41/28XQmwb9rf1xImoUCgUCoVCoVC8MWjsDZHjtk8skf4OsHmOHs+da8xJTSaGwroPGgskjYbVafz1t1Oe7SSWSLKvLZAeJ5mAF++ENR+HlR+A5797/M+hUIzBREZSP2X+3w18PiVcAG86bU0mJbtbfexp9eOy6iwuzSQUjdPUG6IzECUYTVCW5cQfiuKyadhtOhbdQm1HAJtFY3FJJou8/dCyFYLdBApOYVswh8OdPgodceZmJjgsC2nsDXFlfgta1wGI9dOds5L9iUJkIk5VopaM/gasrgx0uwsAn62Al7oyiMbjzMp1UevTKMxwEIolaPNFKPLayHeBP6ZT2xXEogmq8z009oQIxeKUZDmJxBI4bRaSUhJLSNp9YVx2C1lOK22+MPleO26bhe7+KN3BKIVeO0nAogla+yJ47DqVuS7C8SSHu4OEY0lm5bnoC0Zx2ixYNUG7P0KO20arL4LbplOW7aS+K4jXYSEcSxAIxynNdiIlHO4J4XVY8DosCPM+XoeVus5++qMJijIdZDh05hdlkD3RSuAk4FBXP7tbfQgEyaQkkkjSG4xRlOHAadPZ3x4g32OjNNuB226l2taDpWM3JGMQ7oNEFDLKSGoWdifK2dsVw2mzUJqbSTLQzuzkIVyRDvSMQqKWDPZRwd7uBA4R56L8bqzde4kkoMs9hx2JCrLcNvyhOH3hGOFogjyvnWRSku+1E4jEcdp0Egk40BnAadWoyHFzqLufRBJy3TbiSYnXrmOz6DR0B4nEklTkOHHbNHyRBPWdQTKdFipz3YRjSdr9YXqDMWbluZBS0tAVojjTgcuq4bDpNHSHIAmlOU4ae4JICaVZTmw6BCJJklIST0qEgE5/hCy3DbfNQnNfCJuukeW0omsCiaSxx1joQheCPK+Nhq4gkXiS6nw30VgCIQQWXeP0mrzpVouTjljtS2ide0CzkshfhK1y1TFd3xsKsb3Rz8H2fpxWnZpCDysrj23L7rbubnZ3xKnt6MdjtzCn0M2KimNLo77Nx8HuEA1dQTKdVqoLPCwvzzqmNPa29NLQE+Zwd5Bct42qfDdLy7KPKQ38bdC0AXoPGyt4lqyA7MpjS+MNSDKZZFNDD139MVp9YTIcFrJcNvyROB67jiYglpC09IXx2C2srMymMtcNrTuhaz/S10y8YDFN1nJcwRYcPfvBkUE4ew5ZsQ6kzU0i5MeajCDtHuL+ThJhP9GsaqLCgSPWzQHHYnoiAl/ImJeY77WZZaWD5t4Q8aSkOMMxKF9xpoNIPEkolqTVF0ZKSYHXjlXTCMcTNPWGqSlwo2uCus4gmoDZeW6SySTRhKS7P4YuwGnTB+taIaA3GGNeoZfazn4CkTiz89zYLILajiBWXTAr101SSqPejicpy3bSHYjitOnke+0c6g6S4bDS4Y9g0QXVuQ5mB3cS8FRyMOSmqz9KebaLxVlRPO0bIBKAgvlQtDR925M3IU09wYktmgSGkZozjs00dBvYMyDQChmlRljHPvAUj32Npwh6DyE8RZw6O4eHtjTx+YvnD52vfQ4cWZBbA9mzYd3PofMA5NVM5IkUijSO20iVUg74DtRIKRtSzwkh5o9yyRua9fXdvOe364glJACfOr+GSDzJxoYeXq8f2gz5sxfO5e5X6rl8aTG7W3ysqzPOFWU4+PmVpay4913E8xbw51nf446Xagevu3ZlGd39dfxqbQLtgVsQvfX4qy7njzmnkLD4uV5/msKXvzwYX869GJFThVuz0xlby/+82I/DqvHb6xfwzN4OfvtSHZqA/758IQmcfPbezQQicQBy3DY+cMZs/u+JvWgCvnP1Upr7Qgg0vv3IbuJJ4xln57m5YEEhrxzsJJGER3e0Dt7/tovmcc/rh2noNhZ+vv3iefzt9cM0dBm/rbrgh+9cwcf+upmPrq0ix23nI3/ZNPj+qvJcfPican79Yh0bG9Lf3+9frqe7P8oFCwqoyHGxpDSTbzy8i9rOobS/eMkCWnojvGNl2Qn6wjOTlr4Qdzy2hxUV2Ty3p42iTCf3b2oaPH/DqRVsa+plR5OPq08p5dqVJVgan0a074b6l6B9lxHR6mL9lS/xnr/sHfq+uS5+eXaErEdvGEyv7upnef+De+juj/LijRnYHrgZ4WvGCZRZHHSc9yd+sD6TCxcW8pV/7QRAE3D7JQv45QsH+dQFcwnHknzkz5sIxRLcfsl8vvnwBnxhQ/cynVZuOaeKfK+dHz65n8beEAB2i8ZdN6zgw3/eSDJpyPKRc6rZ2dzHC/s7B+X79AVz+PO6Q3T4I3z2wrlsOdTD03s6+PQFc7jzyb10+I213ZxWnR+9azmv1naxsb6Hy5YWc8dje7Bogtsvmc//e2TPCD132jTufb2RVl+YD545m00N3dx8djWfv28TXruFu25YwQObmyjIsBNLJDlnXsGJ/+BvUBL7n8F67w3GlgqA5i0m+o4/YJt92rjTeL2uj4+mlCGVuS6+d+1SVs3KHXca6w6FuPWeLZifngVFXr591WJWHIOx+0p9D1/6547B36sqs/mfyxexpHwcC5wAkUiEZ/d1csejQ3PIzpufz2cvnMOiknEaqtGgMVfspe8PhS27Ad76dcOV703MCwc6qW0P8O2UPD6n0MOHzpxNhz+MJgR3PLqHSNwoaMqyndzz3oWUbvsrvHoXYtE7aPSswBraRsGjN4E04rkKl9Oy9k7Ke7YYjf+eOhI7/omtZZNxY6HRdNFvOJSxkHs3d1DX2c+GlLrtf69YxA+f3k6dWY957RY+fl4Ndz17gK9ctoDGnhA/ffYAPUFjpVWP3cInz59DU2+I1w52sa/dzxcvmc9dzxzAF47jsVv42Y2ncOfjewnHEpy3oIDfvFg3eL+LFhXylspsvvzgDva0+gGjrP7SpQv43hP7CMUSfPDMWayv62Z7k2/w/O2XLOCHD+3k/PkFnF6Tx0f+sonEwHss8PA/l8xh1cu3cbflZn63uR+A28/O40O138LSudswTm+8D6rPm4Sve/JwuDtEnucEjKQWLx9fXE8h9DakGKl7oeaCI8TPh55DUHYqZ9Tk8eOn9/OZC+eha6bL764HofJ041jToXw17H0E8tSaqYoTx0TcfT8ihNgOzBvm6lsHbDtxIs58gtE4339y32DjCEDTNJw2S5qBCvDbl+p427IS7n61gdOrh0ZbWn1hXmkBvMXUL7iZ773al3bdPzY2cnpNHlrzRkRvPQD7y9+BcGRQShul67+VFl/sewycWVjsLs5wNqAJCMeS/Gl9M7FYFIA11bm0+8I8sr1l0EAF6O6P0toXIt9rJynhx8/sx6ppPLC5cbBSB6jr7Mdl05lbmJFmoIJxzWVLjV46qy4IRBODBioYPdW/ebGWm8+qYn9bgAc2Naa9vwGDM9VABfj9y/W8bZnhovLU7nay3TZ6Q7HB+ANp/2tLEy8f7GRvq483MntafNR19rOxoYdTZ+emGagAf3/9EOfPNxY8uH9TEwutbYhnvgnuvCEDFQicfht3PtuU/n27guz0O0Az+7K8xTx+IEh3f5TCDDvF3esRvuahm8XDzDvwO+LRCE7bUP9XUsKfX2tgTmEGdl3jL68dIhRLMCvXxd5W/6CBCtAXilHfGaTDFxk0UAEi8SS/e6me1SkGh8OmpxmoAL97uZ63m/px1zMHuGJ5KVkuK72h2KCBChCKJfjHhsMUZTiYV+zlT681ICWcO6+ABzY1jarnf3ylgcuXGTr9p1cbOL0mn02Heplf7MUfifPvbS24bBYWFmdy96sN9AQiKI5OtL8T7fVfDBqoAMLfgqXhhXGn0dDl42fPHkwrQxq6guxs9o87jX0tfXz/yX2kfHp2t/rZ394/7jS2N/XxvSf2pYVtaOjhQOf45djRGuDHTx9IC3tmTwcNXaExrhiF1u3wyo/Tw7b+Fdp2jB7/TUJfMMr62m7+sTG9LtvfFqA3GKMrEOXxna2DBipAY0+IRHc9vPYzI6BgPgFrDiWvfn3QQAWwtG3B4T9Ety8ALVuIO7LRBwxUAJmk+LVvEJU6ZTmuNAMV4AdP7eecuUMdCP5InF0tPj505mxqO/qp6+wfNFABApE4O5r6WFfbxYWLCpHSaF9cvrRk8PyDW5qIJ5NcsqSYP72aNpbA4zvbcNosgwYqDJXVlywxtiXJcNoGDdTU85cuKUYIwW9frBs0UAH2twfY1hqm31XJZQVDz/e9l7uom3+zmUgCnvhvCPWO+o3eLBzuCZI34Tmp5hY048FbCF3mwEc8DH2HIbN07PjuAugxOjUqc1xkuaw8NtDOkxL2PQ5lpw7FLzkF9j9xHA+hUIzNRPZJ/SvwNuAh8//A30op5btPgGwnDaFogsPd6VvFxhJJ4onkiLi9wRgeuwUpSaskAVr6IpBZRr90pjW2BnBb9bS9rvwJK4mkJEOPGRPXh5OIQTKGM96LVTc+dV1PnLIMKwB5Hjtuu4XGnpGNn3Z/ZHCT6ba+CB6Hhba+kY3u/mg8rZIaIBxLDva4OSw6/SlG8NDzhinIsOO2W2npC49MO5IYEdYTjOJ1DBlAiaSkNzhyD6+WvjBWXSMSG5nGGwlfKE6ex05bX3iEPoHRqEjKoXBLImzsrZaIpsULecpp7IsOv5zOsA4Ws7fXlUud2Z4pynCg+ZtGxHf56yjxCoLR9O/d2hcerJCb+wx9y/PYafWN/O5tvjBJRj5LS18orVIfLX/1hWK4bIYbWSRuuPJmOa10BUY+W6svTDSRJM9tp82UI88zdJxKMJogHE/gtBppRxNJNAGNvUEqsw3X+sPdQWry3Yabf0+I/uhInVeMREZCiL7GkSd8I/VrLPojyUG9SqXzGDoKIonkqOWQPzL+PQIjsQTdwZG6FgiPXxeC0STB6Mhyy38MaRDxG6t3DifcNzLsTUR/NI7AKI+GE4knEWL0c4mwf8ggTcSwyihaoHlEPGvcT0i4QSYMQ2AYmr8JO9FRy67u/vS6DVPOXLeNSDxBu3+kLrf0hch2DZWJHf4I2SkupPWdQfI8djRBmuE9QHCU+rGlLzw4wjeanANleZ7HNmr53R9NEPKU4UwOzWGMJST9OIci9TWO3mZ5E9HcGyZ/IiOpyThE/YYb73jwlhqjpwAde4z5qLr1CPGLoKceACEEb19Wwnce20M4ljCuF9rQqCxA0WJo2gjxkeWfQnG8HLeRKqXsk1LWSymvl1I2pPx1n0gBTwZyPXauP7UiLcxl1bHqGlY9fTW0M2py2XSoZ3B+Xiqnz/JA4+uU+zdTk+9KO5fhtBhz68reMhg2K9lIMBJnW8BLtHjY/C2ry9jgWbfTZK8ZrKDeuSyblxuMyuO12i5C0QQXLx65mfOSskz2txvxLl1axOHuEBcsHOkmluOykZASty19fsmikgzqOo0RCH8kToF3ZGF8+dJiHtzcjC8U5dLFI+dGFGU6sGjp7+/Mmjw2mqPTHruFRFJSle8ece1bFxZi0wWVOSPPvZGoynezr83P6TV5BKOJEZVeaZZzsPc922XF7yxBVp0PVnfaBuB523/H9ctGuhIuywxB1BxJ6tjDZbOMa7Y29hEpO3NE/Kaad/HSoSi5w+S4cFEhL+7vJCElly4xvvX2pj5OnTXSjXJFZTYOy8j5SpcuKea12qHixapr2PT0Iuy0qhy2Hu4FYGFxBh3+KA3dQeYVjVwB8fwFhdgtGi8e6ODChUYeeOlAJxcsGLnUfrbLyqKSTHa1GKMKNQUemnpDnDMnn2f3dQBwyZJi/rb+EG67hbctK6bsDa57Jwp7TjnJRVePCJezzxl3GtW5zkEPi1QWl4xzlAEozrRw+dL0ckgIqMob/3csyLBxztz8tDCLJpidN47FTQbkyLKxrCxdbqdVZ1buMehTbvXIuWrObMidM/403oCUZLnIdll568KRdZ7XYcFl0zl3/sh6Ts+phCyzjtd0YpqTvnnXpUcSgoBnNgVaH3iK0Sw2oyGfgm/edfRr3lHbBmvn5o8YXV1dlcNTu9vIcdtYWjZSl0+ryqUnGKHNZxiw5y8o5JUDQ94lVywvYWtjL029IeYWpuug126hwGtn+IKtFy0q4sX9RpnmsBpzdFMZKMs31HfztlHyS2WOk8L6f3FIDBkwNfkuKvxbhiKueI8x5/FNSiIp6fBHRtSTx0SwE2wZoI2zGZ8zCzr3GCPZjRuNMuJIeArA1zy42NLy8mwqc118/K+b6NnzguFmnKo8Ng9klkPz5uN6HIViNCYykqpI4ZqVZdx8dhUOq0ZRhoM5hR7mFXn46uULqc73YNEEly4p4rSqXKLxJP/vqiU4LBoum06+x87X376IU3MjkFNNzq4/cdcFLs6dm4uuCVaUuvjFuxaR4bSwOVqBvPyH4C2mctuPeFtlnOqyErad8r/0V10Kmo4sXAIXfRsyyghkzeVnezNw2XQ+cVYJmU4LVy4v5Zy5eXQGolh1QUWWg4+dW43XbiHbZeWLl8ynvrMfXQjecUopFy8sItdjZ16hl2tWlmG3aJRkOrj94vk8t68dDfjedctYXJKBrgnOnpvPx86twWHRsFs0yrKd1BR4uOMdSyjKcOCwarx7dQU1BR7yPDbOX1CARPLOVeWD7++Odyzhse3NfOnSBVTnu7HqgrctLeaSxUWsr+9mYXEGX7p0PmVZToSE716zhOJMB3aLxjUry1hQ7OXKFaVkTnRhghnOkrIs7rxmGdF4Aqsu+Ph5Nawoz0LXBKdV5XDrBXN4YFMjy8oy+dG7VvBMQwzOuQ3pa4ELvg5ZlWCxI3KruXaehf86NR+7RaM408G3r1yE2+MlVrzS0KvZa3lLsYUvXjSHbJeV3zUVk7z4u0ZlZnPTufJWnpCr+foViwhG4lTkuLDpGlcsK2ZekZcPnjmb+q5+VlZkcfPZVVg0QWNPkE9fMIcMp4VMp5UPn11FXzDKvEIvX3/7Qgq8dpxWnQ+eMYvzFxRwWlWuuaCHi3mFHn58/XJqCoz8dcmiIi5dXMwrtV2cVZPH7ZfMJ5pIkOGwsulQN1+8ZD55Hhseu4WPnFPN6dV5NPWEeNvSEuYXe7l8abExSuC18+7VFYN6fttF8+gMRLhyeQnP7+tgTXUuN66uYF6hhxZfCIdF4xPn1VDgtfP5S+bT0B3k7Dn5R/12iiGis88nueYTRkPHnU/yojuI5i8e9/V2u53LlhRx4+qKtDKkutAx7jTyvF5uWF3B1aeUYtM1ynOc/OC65cwtHH8ZUpHj4RPn1XDJ4iKsuqA6381Prl/B4rLxG6k1+Zn892ULOHdePrommF/k5a4bVrC6avxza8mZDVf+HGadZcwXKzkFrr3bGO14k3P2vHxOnZXN1aeUYrdolGY5+fZVi8mwW4jEk8wt8HLDqeU4rToFXjv/d+1Sckuq4IqfQcXpsPFu5iZq6Vt+M/4l7wPdRjJrFr4r/4gmQM+uIIlEExrRK35FMns26DYCi99NYPF7qOx8FiuJwbrNogkuXFjIJUuKOG12DlkuKxkOCx8+u4qD7QGC0QQLizOpzHHx8fNqyDbPf/DM2SDh3adV8p9tzVy5vJQrl5dQ39WP127hk+fXMLfQw/+8bREbG3q4bmU5Z9bkoWuCJaUZfO6iudy34TB3XrOU8hwnNl3j2pVlXLSokObeMBlOCxlOC3des2ywLL9qeSkVOS6EgA+fU01BhoOrVpQM1vPfvGIxq6x1BE6/jXsbPOiaYO3cfO66ooKcQ48bXjmn3gKn3jx+4+oNSEtfiEynFZtlAu8g0G50PI0XmxtcedC8CepegIJFR46v24z0+w4PBt18VpXRtni0iBW7r+eUu/1c+c8A9++LIqWE/Hlw6NXjfCCFYiRCypFudScTq1atkhs2bJhuMQCjd6zNF8ama+SZI4eN3UH84RgScNs0opEQmU47UWHFa9Pp6I9i0QSzBnra+7sMNxhPIcGkRqcviDMRQNM0IrobX0Rit0BF8jAiEQfdhl9k0pewYBUJMmUfduIIoRnuSbqF9oSHKBaSFje+SByHVUcHwnGJ26oRl0mcIkZvTEcTAptFIxST2HSBJgThWMJYkTUpSUqJlIb7h5QSKSVWXSMhJbqAaALsFkEsIdE1QTSRxCoETrtGOJYklpTIJDhtGuGoxGIRg+/OohnXOa0CKQWReAKJMWIWT0rcVp1gzAjTBSSksZS0roFN0wjGkySTEpvFaKRmuCbVQB3XDtxTpZ9tfSECkRiJJGjCeO92XYAwXCG9dgsOm05RpgMhBPG+VrRgGwiLMb9Es4JMkBAW2uIu0HR0u5t4yIdXj+ElhE94SEgdhx6nJeZGR1Jh9aPF+0mg0SDKSQDCUBDD1TgpMQY7BUIk0YTxLZ1WgS8s0QS4bDrheAKB4Z5sNfUmw6ETiCaR0vjGySS47Tq9oTg2XSPbqdMZiKLrGrGExG3XiMUNHdU1jVgiiddhxR+Oo2kYK/RKGPAkTkqJ06rTH42jaQKLJogmJLoQCKQxN1EIIIkuNCSSZNIIiktJsddGqy+GRJLptBKKJogmJPMKXFitR3CjmhpmlH6Oh0gkAp37QGjYS47SgBqD3v4wh3tC6JpgYUnWcaXR6ffT3Gfo2Pzi8Y/EptLc10+nL4bDqjN3lFH88dDY5acrGMdt16kpGKdL33D6u4wpIq488M6oBZOmVT/j8ST1XQEi8SReh4VQ1JgaUJLloj8aIxRLEosnyfXYyPemdHR010Oom6TNiy/pICys2GJ+hG7HKcIgBb16FsQj5GsBgtjQZYJEIknC6saV6MOPh4gth77IkCutVReE4klcVp2ElMTiSWy6RkIaixUJjHJdCmN6kUUTOKwaSEk4IYklkmQ4LEQTkmg8iYDB8jORlDgsGsFYEo9NIxBJkuXQ6Ysk0AR4HTrBqJGG164TiSeJJ8GiGV4AQkAoLtFkErdFEkho6GY7oT+aHKzvBVDpCBKRGporGw1BXzhGjtuGy2aBQAfEI4YbqT6RjSWmhHHpJxyfjr58oJM7Ht3Dly5dcMyCDXLgKah7HpZcO/5rmjbCzn8aXharPnD0+Nvugerz0xe5SiaI/+0GAm/5JEmbm0M+yT/2xFhRqHFn5etobTvghr8f+/MojoVx6+fJzowvKU4mdE1QkuVMCyvLcQ2Lld5gyRy+RYo7FzB6zF1ARV4GMNRAGXJoG2rEZZp/BqO4zR5VcoMjTKFXzHAKM50U4jx6RBNLZhFkjtQMDUhfD3lI91L7bIecBvMHr5uqhedTHesLs6bXpTb3+OwPxSjY7XYoXTKhNLLcDrLc4x89HY08r5e8CX7Xkkw3x+BpPCpluV7KjmHwdFTcuWadokjFYtGoKRzd8M90HaGDKWcWMAsNyBoMTC9HU3+NVKMyBr7GGDtUnuRkktri8TpT3qVHeZcMUN/VT2HGBFf2DbSOf9GkAUpOMeawZoxz1wNvsdFxmGqkdh3A4swgK8PQ7hwHLMjR+O76CN/VF3N7+x8wRzKOTTaFYhTevP4WCoVCoVAoFArFFFLX2T/x7Wd8reA8tj2cEQLy5oBtnB3ameXQvjs9rHnTiPmsdovgUyvt3F9v47nIXGNhLIXiBKCMVIVCoVAoFAqFYgqo6+ynMGNiHh/4W49tTurxkFlqzEmNp6yc3rgeckb6TWXYBTcvt3Fb6Cb6amfGFBLFyY8yUhUKhUKhUCgUiingQHuA0qzxT88ZlUALuCbZlV+3GdvMtJl7qod6ofewsTDbKCzO0zkl089Xnntzb3WlOHEoI1WhUCgUCoVCoZhkIvEELb1hijInMJIaC0E0CI7jXFDtWMibA4deM44bXoL8+UfcX/Wdc2Bzt41/bh7d5TeZlGxs6OZfW5qo7QiMGkehGEAZqQqFQqFQKBQKxSRT3xmkMNOOVZ9A89vfBO68EfvwTgpFS6H+RYgGYPdDxuJLR8CRXcIntPv52kM7WVfblXbu+X0dXPjDF/jMvVu5d8Nhrv75K3z93ztJJE/uXUYUk4da3VehUCgUCoVCoZhk9rX5KcsavuvDMdLbCO4pWi3ZlQN58+CftxgrNA9bNGkEVgcVXsnHFzi4+U8bufoUY2/dx3a2cqg7yPVvqWBlZTZCCAKROD98ah9f/dcOvnXVxFZ2V7wxUSOpCoVCoVAoFArFJLO7xUdJ1gQXTeppMEZSp4qFV8DCt8OyG8a3tUxWBYvlAb515WJ6gzFeOdjFqsocvvOOpayalYMw0/DYLXzmrXN5YV/HmO7Bijc3aiRVoVAoFAqFQqGYZLY29nJa1QQXPOo+aMwNnSp0y7HdL6sCWraRu/BKrl1VfsSoLpuFj55bwzf+vYvTq/Mmvuqx4g2FGklVKBQKhUKhUCgmESklO5t8VOV5JpZQTz14i0+ITJNCdhW07QSZHFf0WbluzptfwFce3DHJgilONpSRqlAoFAqFQqFQTCJNvSGEgGzX2KvjHpVQt7FvqWuS90idCM5MsLmhp3bcl7x9WSm7mn08vbttEgVTnGzMKHdfIUQ58EegEJDAr6SUP5peqcZPbzBKb5+f3kAAq9WKze4iLgWaJgjFkpRmOcj3Omjo6qeus58ct5VQNInXYaEix0VzX5hwLEFFjov+aJzuQARvrJvMWBvSnonPXU5LbxRdF8wt9JDlsgOwp8VHIBynPxrHqmtkOa1Ek0lsFg2brtHdH0UAVl3DpkM4Dl2BCPleO+FYgmyXlea+MHaLTo7LRl84iq4J+iMJslxWBBCMJojEk7hsOrpIomk6AP3RBAAui47QBH3hGNlOG+3+MDluG1ZdwxeOg5TYLRpOu4aUklA0iS8UJ9djJ55MkJSCYlsER8JPY8RJTHNhs2oEIgkyHRaCsSSRWAKHTUdDkJQSr12jMxhHA7LcVoKRBKFYApfNQobDwtyiKViefZrpC8U41NVvPrdOXzCGrguyXVa6+mMgocBrpycYxaJr9Aaj5HvtFHgddPgjRBNJEklJttNKV38UCcQSSXRdkOO00uqLYNEFxRl22gOGXgTCcXJcNkqtvcjeZnDl0GcrpLEnRKbTitNuoyMQw2rRSCYleR4bvlAMl02nMxDFatFwWXV8kTiagKJMB+19YSy6Tn/U0B9dF/QFY2iaIJGUFHptdPfHsFt14okkcVOHst1WorEEXrtGJAHRRNLUvwiaJkgmJZkuK0kpaeuLkOux4bZbONQVJM9rxW7R6QnGsGgasUSSLKdGMCoJxZJ47BbiMgkS41kSkkAkQZ7Xjkwm6QnG8DgtCAS9wShuu6F3pVkuvM4JNELepBxs93G4J4RF05iVa6cs59jz7762Phq7wzhtOrNy7BRne49djpYuDveG8dgtzMp1kJeZecxp7GzupaU3QobTwsIiDx6n/ZjT2NvYSXNfhBy3lQVFGdgcyg3uRCClpK6zn5a+EFZdw22zUJjhIM9rpysQ4UC7sS3GnEIPOW7juzX3BtnfFsBh1clzW+kOxsh22egORtE1sGoakXiSUDSB22ElmUwO1peBaIIMuwUEBMJxdE2gC9A0gUXT6AvFcNp0dCFw2XT8kThJKYnGJRkOC/2ROE6bjkASTUgsmoYQ4A/HcVp17FYNXyiOx2GhLxjDY7cQicexWy1ku6y0+SPE4wlmu0JkxjrothbREXORJEmpI4KrvxFpcVCXLCIprGS6LPRHkliTYTSrg67+GJkuK71Bo0zPdFjo6o/isOoIIUFqRBNJMh06SQn+SJySTCez8tyDcw8VBhvqe5hXlDGx99KxDzIrpmZl34mQUw1NmyCnZlzRbRaNm06fxZf/uYPVVbl47DPKPFFMEzNNC+LAZ6WUm4QQXmCjEOJJKeWu6RbsaBxoD9Da3s5vXm3iuYM+hIDLlhSzdl4BX/7ndiLxJGXZTr5z9VL++8EdXLq0mFcPdrGxoQch4NqVZUTjSV6r7eazF87B67BS3L+bWa98EvoOg9UJZ/8vt26qYktLmMuXFvPJ86rZ3RqgLxTjB0/uoycY40uXzufBzU3savFj0QTvOa2S+q4gz+5t56KFBVy+rJQvP7gdXyhOtsvKL969ki/cv50tjX1oAt71lnIuWlTEh/64gYXFGXxkbTXt/gg/e/Ygrb4wTqvOx86tpjzbxSsHu7h342Fm5bq5/tRyfvNiLR9ZW8PPnttGhz+C26bz5csW8u+tTayr6+bKFaWcVZNLTyjOnY/tJRRLUJLp4OtXLKKtL0I8C37xYhsv1PoRAi5dXExJloOiDAfff3If/dEE+V47Hz+3BpAI4Hcv13OoO8i1q8oJReM8tLWFRSUZXLOyjO7+KKdVT+HiAlNMXUeAL9y/nfX13dx8VhW7Wny8dKATgMuXFuOyWbh3w2HOm5fPh8+p5pY/b6QrEOUrly1g86Eestx2/vJaA1ctL6Uyz4UmBP/Z3sLOZh+6Jrjh1HJa+sJU5rpp7wuxtCKbnz57gN5gjCyXlR+c72HtKzch4iFCZ93JV1/OpyMQ5/MXzeOVg528uL+T958xi8NdId5zegVf/OcOtg7qWQVd/VGe2NXKVctLuWRJEbfdt5lYQvL5i+ayq8VPLJHkwc1NJCWsrMjisxfN48ndbVg0jZ8/d5BoIklVnpsvXbaAJ3a3c2plNtluO19/eBcvHehCCLh6RSlrqvP41iO76e6PkuGw8N+XL+Te1w9x8znVPLztEJlOK39dd4ilZZmsqcrlNy/VEYknqcx18d41ldR19BOMJlhWnsW3H9lNhsPKx86t4dcvHOS/zqnmrmf20xmI4rVb+Oi51exu9vHpC+cxO889zRpy8rChvovvPraX9fVGefiOFaW8d005y8rHP3fr9fouvv7QLnaY+vvu1RVcs6qEJaU545ejtoMv/HMXBzsCWHXBh8+ezZVLotSUjH8lzZcPdHD7A9s53B3CbtG49YI5XLggj+rCrHGn8cLeVj5//w7afBFcNp0vXTKPi+Zmk587/jQUIzHq2C6+/+Rethw2yqKrVpTitOm8Y0Updz17kGf2tANw4cJCPnvhPHyhGJ/8+2Za+oz67xPn1bCwxMP6+h7iiSRFGQ5sFo1vP7oHp1XnXW8p52fPHSQQiZPvsfOFi+dxKJ7g1YPdPLKjBSnhjOpcblhdwWfu3TrYNvjoOdVku6zUdwf52bMH8Ufi5HlsfOK8Oexr9RNJGB3as3Jd/Gd7K6/Xd/OlSxfwwMZGrntLOb98vnawjr7lnCqe29vOu0+r5AdP7qOxN8ysXAc/PT3Egp1fxHfqtyn02sn996ewtGwGTUcu+xi/TVxCeWkpWS4rbruF7/9nB+9dM5v/fmgnDV1B7BaND545m4ocJ99+ZA8fXVtDXWcAu0XnlMpsvv3Ibtr9hs5+66rFXLakBJtlhhtTU8jLBzqZVzhBV9/WrZBdeWIEmkzy50HDy7DkunFfsrg0k4UlXr758C7uuHrpJAqnOFmYUaWHlLJFSrnJPPYDu4HS6ZXq6MQSSR7d3sKmQ308d9AHgJTw8LYW6rv6B+M19oT4xr93ceacPNp8YTY29AzGvXdDI7Py3Fy7qgxd09hxoJ5F679oGKgAsRA5T3+OTy+NA0barxzs5mCHn/97fC89wRjLy7NYX9fNrhY/APGk5Pev1HNKZRYANYUZ3HbfNnwhI41LFxdx38ZGtjT2AZCU8Nf1h2n3RxBIPnPhXF452MmvXzQqP4BQLMH3ntyHpgnu2XAYKeHK5SXc8egeLlpUzM+fO0iHPwIYo6xf/dcObjytkqSEBzY14XXa+Ma/dxGKGSOwzX1hvv3IHpw2jWdq+3mh1j/4Tv6zvYVlZVl8+9E9gyO2Hf4IP3/uIA2dQVp9Ea46pYykhHteP0x1vgddE+xs9rG+rpsHNjfR1B088R98BpBMSv687hDr67uNEfF4YtBABUM/8r12HFaNZ/Z28OrBLhxWnYsWFXHPhsPUFHq5+5V64knJGXPzeGxnK9ua+tjZbOhvIin502uHWFmZTVJKynLc/PDJffQGYwD0BmN8/HEfDcs+AxE/Fc9+gttWaoRiCf73P7u4ckUpkXiSXzxfy5rqHO5Zf5itaXp2iEUlxkjZA5ub2NXsoz+S4MoVpfzy+VpKspw8sMkwUAE2HurlwU1NLC3L5EdP7yeaMOa61Hb286vnD2LTNBDw1O42Xjpg7M0mJWS6bHzj4V1090cB8IXjfOXBHXzqgrn83+P7mFPg5Y+vNhBPSs6bX8hPnztIJG6k3dAV5N9bW2j1hZmd7+YPr9Rz+dJiOgIRfvrsAT594Vx+8rRhoIIxgvCDJ/czK9/NfRsbkVLt/TYeIpEI/9nWyvr6ofLw/k1N7Gwe/0bvnX4/f371EDtS9PfuVxs40D7+/N/c1cePnj3IQXOD+VhCcteztRzojIw7jQNtfXzrP3s43B0CIBJP8p3H9lLXFR5/Gs0dfOnBXbT5jPsGown++6Fd7O8efxqK0anv7Of+TY1sOTxUFt2/qYniTAdP72kfNFABntjVxov7O/j6v3fQ0jdU/935xF6SUuPOx/dSke3CZde547E9dPgjvOOUUr7/5D4CEaOO7QhE+M7je8lwWPnPdsNABXj5YBfr67rJcdsAo23wp3UNxJKSHzy5H795fWcgyo+f3s9p1Tk8vbuNLKeVva0B1td1c/acfJ7c1caSsix+93JdWh39w6f3c+78Qr7y4E7evtxoQtV3hfmfLR76PeXMiewkY+NPDQMVIJkgb/OPuSSnmYe3tdDdH+XBzc0UZDj587oGGrqMfBSJJ/nZcwdJJGF2npsfPLWPggwHKyqy+O5je2j3D+nsZ+/dOpiXFAav1XaxoHiCHl5NG41RyplOThX4miDQfvS4Kdy4upJn97bz2I6WSRJMcTIxo4zUVIQQs4AVwLppFuWo9IViOESCJw6OLJD3twUozxnaE2tvm5/5RV42mQZqKg1dQbwOC1LCHHcQS9eeEXHyE0P++uvqusl22Q13WmBJaSav149Mty8Uw24xXIQGjEOAs+bm8+qwzZYBdrX4WFqahS8YI8NpG2xwDSAlgxUiQCwpSUrIdFkHK6kB4kk5aNgAtPSObGjVdfaT6bTyyoGRsrT6wiM2em71hXE5LGiaIJYYmph/uCdEvsdwz1pf140mBJ39429gnkz4wzGe3GXowsLiDLYc7h0RZ3+bnwpT916p7WLtvHxm57vZ0+onHBt6b12BKEtKM9lQ3z0ijZ7+GHtb/ei6GOwoGKA/mqBVM0eYEjEKZQdg6EeXabgBuBwWXq0dmXa7L0ym6RZ7oD1AcZaDLJeVeFLS1BMaEf/Vui7iiZGG3/r6HhaVZtIfSfDywc60cw6rTl8olhYWiRuuuvvb/QSj8cHw1LwxwJbDvcwvzqA3GKO1L0xxlhMwGp8AXf3RtPjRRJKkhMd3tg42VBVHpsUfTetgGWDzod5xp9HuT/DKwZHlx/628TeS+0IxXhtFT5t6x1+G9ITi7GrxjQhvHqXcG4v2QJzGnpFlblOPMlInSnd/ZLBzOJXWvvCgm28qL+7vRNfSm0lSQnNviDyPjc7+KIFwYrBDIZaQxIfVVx3+yIgyCOD1+p40g2V3ix9/JD7YATdAV3+U3mCceUVegtE4mw4Z8i8qyeD1+m4KMuyj1tHRRJJQLIGmDbmWbjjcT3fBGhK2TJz1T42QKS9Uy87mPrwOCy/u72BhsXfUfNjmD7OkNJNIPInEcD1u7kvXz6SExjdoJ/HxcKA9QMicznXc9B6CaD9kzvixG2NF4KKlsP+JY7rMZbPwifPmcPsD2wd1XfHmZUYaqUIID3A/cKuUckSNL4S4WQixQQixoaOjY+oFHIbXYcEfhzVlzhHnZuW6aE0pvMtznDT1hEbtTSvNdhKJJ7HogsMhB2SWjYjTqw+5vy0tzSQYieOwGp/xYEeAhaOkm+GwEokn0YXAqg9VWDua+lhcOjJ+Tb6HPa1+MpxWgqbL0nBSw2y6cf9wLDFodAwgBGlh+V7biLSKMhyEowmWl2eNvI935L2zXFaisSQCsKe4EhVnOgZHzBaVZJBIJslwTP3cwKnQT5fdwurZhhtjbWeAeUUj597NynMPdgosL8tiY30PbX1hKnJcgzoDxiIOtR39o+pkttvKrFwXgqHvPIBN18gVxsg3QtCr56RcN/Sdo7HE4KhpKvleO36zg6Ui10W7L0IomiCRlBRljvzui0sy0/R3gAXFXg519+OwaSwry0o7J6XEadXTwnTNmLNbmu3EZRua8TA8HkBNgYdDXUEynVaynFZ6Tf3KcFiwaNqIeTOaAKsmWFOVk5b2TGKmlZ/ZLhvLykfO+5xfPP75pFkunSWjlGWVueNvELrtFhaNkgcKMsZfhnjtllHvmZ8x/jmpWU4LeZ6R5WThMaRxMjOZ+pnhtI5azuV7HZRlj6y/V1ZmEYmP7Lwq8NrpDkbJclnwOHSyzIVwbGZncPo9LaPWQ4tLM6jrHPK0qshx4bVb0IZd77FbyHBaqO8M4rDozDfXWqjr7GdhcQa+UGzUOtpu0bDqAj1FoHkFTjJ6d6LHfESKVo24ps9RzuxcN/2ROMvLsqjvCjJnFPfUHJeN2s5+dE1g1QReh3VwVDiVN+p2Isejo0/sbGVlZfbE5qPu+Q8Ur5j581EHqDgN9v4Hosc2ol6d7+Hms6r4wO9f56GtzSedV1IknmBvq5+9rf5Ryw/F+Jlxmi6EsGIYqH+RUj4wWhwp5a+klKuklKvy88c/V2iysFt0Ll5czNp5uVTlDhXKy8szmZ3nHhxRcdl0vnr5Qu7d2MiikgxKs4YqxdWzc+gLxnhwcxO+UJSi0gr2rr4DrEMNnt63fJrf7jeuWVKawZlz8vDYdW69YA4WTfBqbRdvXVRIbkplccGCAmo7jIpwXW0nX7lsAbpZC/7i+Vreu2ZWWuPnjJpcynOcBKIJ/vhKHQuKMvjwOVWDxqAQ8P4zZgGS06oMo+Sp3W3815mz+deWJj6ytnrQmBECPnneHB7f0QrAaVU5xBJJ/uus2YP3c1g1vnjpfDr7o1w4L5PZOanvL4vmniAfOad6sOK36RofOaeaXI8Nu0XwxM62wbR7+qNEE0nyPXbOm1/ApUtLmJ0/wfkfx8FU6KdVN+YGlWQ6ONwdoizbxayUxvHS0kySUuKPxKkp8LB2fj772wM8vK2F962ZRW1HgIsWFQLGaNPsPDdr5+WnNXbWzsvnYEc/BRkONjd089Fzqwd1R9cE3z4vg6rtPwKh0bLma/xku/Hd/+usKl41RzSvWlHKC/s7+cCZsylI6XA4syaXpl5jlHxlZTZLyzIH56DefHYV3f3RQSMcjA6IG1ZXsK8twDtOGepFznBYuPV8Yw6r02rh8qXFae9hd0sfX7xk/qBxqwn43IVzuXfjIW6/eD61nQHeutB4DxsberhqxVDaHruFG1dXEIrGaewJ8sGzZvOvLc3YdI2Prq3hl88f5KNrq9PSvvnsKjY2dPPu0yoH39VMY6aVn5kuO9euLE8zElZVZrNilE6rsSjJ8vJfZ1eldWqtnZt/TPO/KvKz+NyFc9I61d6+tJi5ueNvaM8vzuQrly3AbRvq8LhxdQWVOSMNoLFYWJ7P1962IK3M/djaKqqy3xyLcU2mfs7Oc3PdyrK0Om9NVS5dgQgXLixiTsGQvswv9HLe/AI+f9H8tE69966pJNNh4V2ryglGEvQFY3z6grnYdI0ndrbyoTOr0uqrL1w0H184ltYJW5nj5PTq3EEj1W3T+cAZs9A1wc1nVw0aqlZd8Mnz55geWU6kgGXlmZTnOHlyVxvXrCzj6T1t3Dysjn7vmkqe39vB5y6cx0NbmwGjPPvmaZB9+CkO2+bgX/M5cA+9X3/123ist5SrV5ZR4HXwrtUVbKjr4SPnVONN6Yy7akUpOS4b6+q6+PDZxloI9V39fOaCuWky3HbxvFEN3DcCx6qjUkr+saGR1bMnsD9q3yGofQ4q1hx/GlONpwAKFsIrd0EyAUho2wGv/gT+/Ul47HbY+wgkRnoarKjI5nMXzeN7T+zl8p+8xG9erGXzoR76Z7CHUnNviNvu28Yp//skH/rj63zo7tdZ+b9Pcfv922jpG+kdpjg6Yib1UAiji+luoFtKeet4rlm1apXcsGHDpMo1Xpp6QvT7e2ntDaBZ7LhdLmLSqG1C0QTlOS6q8j1sb+ylvtNo/PeFYngdFipz3LT0hQjGEszKdROOxfEFoxTEmvCGm5DOHHqcVezpSWDRBPOLvFTkuvGHYuxt9xOOJugJxvDajZ5dXziOy6rjtOm0+SIIwOu04raALyJp84cpynQQj8fJcNpp6ArisOoUZdoH3XN94RhlWU4SSUkgmsAfNmS1CNA1DV0TdPXHEAKyXBaSSWP1wgyXjZa+EHkeO06rTqc/gsSoJL0OC8lkEl84TncwRlGmAw1JPAGVDj8yFqY+aCeuu3DZrXT3RynIsBOIGPfPcFjRNYFE4rZZaOkLowlBcaadnmCc/kicLJcVj8PC8vJJXaJ9XBbIZOtnS2+IfW1+4okkOW4bLb4wuqZRlGGnuTeMRFKe7Rpc3bfNF6Y00zm4WmMkniASS1KU6aCrP4LAWNXZbtHI89o41B3EommU5zhp90fQhUZfKEqB10a1pRPRU4vmLaTdWs6ezjB5bhtep43DvRFcVh2JJMdtI55MoAvdWEVa18hyWekwV+CtyHLS6guj68ZKl8WZDiSGLsWThvtceZaDvrCxCm9SGqvv+sOG/kRjSTJcVkLRBDKexOOy0twbRmgCmy7wOiwkksa8r8IMOxlOC/vb+qnIdSCkoC8UBwGRWIICrw1/JEF/1PAKkFIiJVhMnesJxij0OtCAtkCEXLeNJIZLX6bDik0XzC7wUJw5fqNkkpgR+nksbG/sobYziE3XqMx1sbDk2FfV3XKom/quIE6rTmWuk/nFWcecxraGDuq7gmQ4rFTk2KkqOvaG5ev1XRzuDpLlslGebWfOMSyaBBAMhdjT6udQd4h8j42qHBvF+RNo4M48pk0/w7EE+9v8HO4OYrPoeB3G6r6z8tzUdQbY2+pHCMG8Ii+zct1IKdnd4mN/ewCP3UKux0aHP0JxpmNwgUBNEwSjSXzhGNlOK3Ep6Q/HyXRZ8YfiZLttSGmUH5omcNt0ZFKi6YKu/iiZDit2i4bbptMdjJFISoKxBHluG/5wHJtFw2kdqtelkPT0Gyv5Om06vaEIXruNzv4ImU4rsUQSh0Unx2WlsTdMPB6jxhOlJHaIPkcJ9TFjrYE59j4cvjqSVhd1ooyg8JDptBKMRNFJoFlstPujZLuMFfudNp1ct402XwSn1Rg11jWN/kiCPI+VWFLSFYhSlu1kXlEGjlG8U04Sxt3DOB4dfeVgJ1+4bxvfuXrp+EZSZcLYC7W/E5Jx6O+A7fdBzQVQesp4RZsZJKKw9e/gbwUkWBxQsgKyKiEWhMPrIB6Bc78EGSPdmJNJyZbGXrYc6qG2s5/GnhD5XjtLyzI5oyaPs2ryqTiCx0wwGqe5N0QwmiDDYaUs24lFP7Hjc8mk5A+v1POjp/dz3vwCLlxYSJbLGCzqDUZ5fGcrz+7t4NYL5vC+NbPSXPCPk5nZAz4JzDQj9UzgRWA7MDAx40tSykfGumYmNbIUbypOOiNA8aZC6adiJqP0UzGTOWFGqpSSd/z8FVbPzuWcuUcZdY2HYMeDsOffxo4OzhzQNLB5jPmdObOPfP1MRUoIdhtD7M5s0nzipTQM1drnYO0XoWjJEZNKJiUtfWH2t/vZ0+pnW2MvTqvO8oosZuW6cdl0eoMx6rr62dvqp8MfMReR1AlE4vhCMVbPzuHaVeW8dWEh1gkarC19IT5zz1Z6glFuPrtqzA7q5t4Qv3qhljyPje9dt5yizAm5wr9pjNQZNWlKSvkSb6KXr1AoFAqFQqF4Y/KHV+oJhOOcVXOk7fAkNLwC634JWeWw6gOGq+wbBSHAPYYniBDG3FVXHjz7LTjlJph3EWOZApomKM12UprtZO28AqSUNPeGqe0MDO797rLqLC7J5JJFxRRlOtKm3gQicTY19PDTZw/w9X/v5ENnzub61ZXHvC9rMim5Z8NhvvvYHt66sJCPnVtzxCk+JVlO/vvyhTy4pYlLfvQCX7xkAdesLDsRo6pvaGaUkapQKBQKhUKhUJzMSCn567pD/OSZA3zlsgVjGyMde2Dj3dDfDovfYWzd8mYkrwbe8iHDNbhpA5z6IfAUHfUyIYaM1vHgsVs4e24+Z8/N52BHgEe2t/CTZw5w5YpSrllZxpLSzCO6ZEfiCZ7Y2cZdzx4ACbddPJ9ZuePbE13XBFefUsYpFdn89qU6fv9KHR8/dw5vXVio9hMeA2WkKhQKhUKhUCgUJ4h9bQH+36N7+NT5c7BbdLr9QejYCxE/BLuM7WRatkIiAuWrofJiQIOevukWfRqxw4IbDffff9wKWWVQsBgySsCVYyzCpJ04syXbZePG1ZV0BiI8t7eda3/xKpF4kqVlmcwr9JLvtWO36ETiCdp8YXa1+Njd4qc0y8mFiwpZWWGs1tw9bCu6o5HptPKJ82p4vb6Hb/5nFx/76yaWlWWyvDyL8hwX+V47JVlOVk10Neg3ADNqTurxIIToABom8RZ5wMhN/E5+3qjPBVPzbJ1SyouPFmmc+jlTv8VMlQtmrmwzRa7j0c+ZIruSI52ZIMeJluFElp8TZSa83+NFyT45jEs/YWwdteSU2Ypu+H/zEcby73Zdimy7HLGSVFLCyd0KnxyEGLn9SHdEJKIJMfbrkkmB0Cb0OnVXxhGtYJlMkAz3H32J4WOQZax7Nv7sfVsT/q7R7jVu/TzZOemN1MlGCLFBSjlyQ7GTnDfqc8HJ92wzVd6ZKhfMXNlmqlzjYabIruSYeXLMBBkmi5P52ZTsb05m0rtTsozOTJLlZEY5QSsUCoVCoVAoFAqFYsagjFSFQqFQKBQKhUKhUMwYlJF6dH413QJMEm/U54KT79lmqrwzVS6YubLNVLnGw0yRXcmRzkyQYybIMFmczM+mZH9zMpPenZJldGaSLCctak6qQqFQKBQKhUKhUChmDGokVaFQKBQKhUKhUCgUMwZlpAJCiIuFEHuFEAeEELePct4uhLjHPL9OCDFrGsQ8LsbxbDcJITqEEFvMvw9Nh5zHihDid0KIdiHEjjHOCyHEj83n3iaEOGUaZDzau/+MEGKXKd/TQojKlHOJlG/y0DTINqZeCCHeJ4TYb/69b4rl+kGKTPuEEL0p5ybtnU1E3ybzfZ0ojvbep+D+5UKIZ838sFMI8amplmGYPLoQYrMQ4uFplCFLCHGfEGKPEGK3EGLNNMnxafOb7BBC/E0I4ZgOOY6H0fKtECJHCPGkmR+fFEJkm+HTXmekMlaeOBnkF0I4hBDrhRBbTdm/bobPFkYb6oAw2lQ2M/ykbWNNFuMpE4UQa4UQfSn13lcnUZ56IcR28z4bRjk/JfonhJiX8rxbhBA+IcStw+JM6ns5lnJllGtnfHtgRiGlfFP/ATpwEKgCbMBWYOGwOB8FfmEevwu4Z7rlPoHPdhNw13TLehzPdjZwCrBjjPOXAo8CAjgNWDcD3/25gMs8/kiqXgGBmagXQA5Qa/7PNo+zp0quYfE/Afxuit7ZcenbZL6vqdSHKZChGDjFPPYC+6ZahmHyfAb4K/DwNMpwN/Ah89gGZE2DDKVAHeA0f98L3DRd7+Q45B+Rb4HvArebx7cD3zGPp7XOGEX2UfPEySC/KYPHPLYC60yZ7gXeZYb/AviIeXxStrGm4/sPi7N2qsoooB7IO8L5Kdc/s+5qBSqn8r0cS7ky7LoZ3x6YaX9qJBVOBQ5IKWullFHg78AVw+JcgdFgALgPOF8IIaZQxuNlPM92UiKlfAHoPkKUK4A/SoPXgCwhRPHUSAeM491LKZ+VUgbNn68BZTNFtiNwEfCklLJbStkDPAmcqE2lj1Wu64G/naB7H5EJ6Ntkvq8TxbSXE1LKFinlJvPYD+zGMJCmHCFEGXAZ8JvpuL8pQyZGQ+i3AFLKqJSyd5rEsQBOIYQFcAHN0yTHMTNGvk2tz+8GrkwJn846I40j5IkZL78pQ8D8aTX/JHAeRhsKRsp+MraxJo2ZVCaOk+nQv/OBg1LKhkm+TxrHWK6kcjK0B2YUykg1Mv3hlN+NjCwIBuNIKeNAH5A7JdJNjPE8G8DVpnvGfUKI8qkRbdIZ77PPlPt/EKMXcgCHEGKDEOI1IcSV0yTbaHoxme913GkLwzV6NvBMSvBkvrOjMZbs062H42FGyWi6+q3AGH2ZDn4I3AYkp+n+YOh2B/B7Ybgd/0YI4Z5qIaSUTcD/AYeAFqBPSvnEVMtxgimUUraYx61AoXk8o/JBKsPyxEkhvzBc5rcA7RiN8YNAr9mGgnT5TtY21pRwlDJxjelW/agQYtEkiiGBJ4QQG4UQN49yfjr0712M3VE9Ve9lgLHyZSozKo+eDCgjVfFvYJaUcilGRXL3UeIrTjBCiHcDq4A7U4IrpZSrgBuAHwohqqdYrJmuF+8C7pNSJlLCpvudKSaIEMID3A/cKqX0TcP9LwfapZQbp/rew7BguJP9XEq5AujHcCGbUsx5VVdgGM0lgNssr94QSCklRuN7xnKkPDGT5ZdSJqSUyzE8hE4F5k+vRCcnRykTN2HUe8uAnwAPTqIoZ0opTwEuAT4mhDh7Eu91VMz5zG8H/jHK6al8LyOYyfnyZEMZqdAEpI4elplho8YxXZ4yga4pkW5iHPXZpJRdUsqI+fM3wMopkm2yGc93nfb7CyEuAL4MvD3lOwyMYCClrAWew+hFnTLZjqAXk/lejyXtET2ok/zOjsZYsk+3Ho6HGSGjEMKK0Rj7i5Tygam+v8kZwNuFEPUYbs/nCSH+PA1yNAKNUsqBkZP7MIzWqeYCoE5K2SGljAEPAKdPgxwnkrYBN0Tzf7sZPiPyQSpj5ImTRn4A0039WWANhguoxTyVKt/J2saaVI5WJkopfQNu1VLKRwCrECJvMmRJqV/bgX9idDykMtX6dwmwSUrZNvzEVL6XFMbKl6nMyDw6k1FGKrwOzBHGqnM2jMbv8JVBHwIGVuG6BnjG7CmZ6Rz12YbNGXg7xryHNwIPAe81V5w7DcNNreVoF51AxvPuVwC/xDBQ21PCs4UQdvM4D6PhvGuKZRtLLx4HLjRlzAYuNMOmRC5TtvkYiw68mhI22e/saIylb5P5vk4U43rvk4k5/+y3wG4p5fen8t6pSCm/KKUsk1LOwngPz0gpp3zkUErZChwWQswzg85navV5gEPAaUIIl/mNzufkryNS6/P3Af9KCZ/OOiONI+SJGS+/ECJfCJFlHjuBt2LozbMYbSgYKfvJ2MaaNMZTJgohisx4CCFOxWjTn3DjXgjhFkJ4B44x6rHhK91Ptf6NuSbFVL2XYYyVL1M5GdoDMws5A1Zvmu4/jFXJ9mHMmfiyGfYNDOMBwIHhUnAAWA9UTbfMJ/DZ/h+wE2NFz2eB+dMt8zif628Yc6RiGKMOHwRuAW4xzwvgp+ZzbwdWzcB3/xTQBmwx/x4yw083Zd5q/v/gTNIL4ANmXjgAvH8q5TJ/fw24Y9h1k/rOJqJvk/m+JvO9T/H9z8Rwj9qWkh8uneZ3spbpXd13ObDBfCcPMk2rQAJfB/ZgNEr/BNin87sco+yj5dtc4Glgv1kG55hxp73OGCb7qHniZJAfWApsNmXfAXzVDK/CaEMdwGhT2c3wk7aNNQ3fP7Xe+ThD9fRrwOmTJEuVeY+t5v0G6uZpaXMBbgyjMzMlbMreyzGWK6uA36RcO+PbAzPpT5gvTaFQKBQKhUKhUCgUimlHufsqFAqFQqFQKBQKhWLGoIxUhUKhUCgUCoVCoVDMGJSRqlAoFAqFQqFQKBSKGYMyUhUKhUKhUCgUCoVCMWNQRqpCoVAoFAqFQqFQKGYMykhVKBQKhUKhUCgUCsWMQRmp04gQ4iYhREnK798IIRYeIf58IcQWIcRmIUT1Md5rrRDi9JTftwgh3nt8ko+Z/sMnKr3JSlMxOkKIwHFed6sQwnWi5RnjXs8JIVYd57WTqv+Kk4+J6NNkIoR45Tivu/JI9YdCMRZCiFlCiBtSfh9X3SuE+IMQ4poTK92bGyFElhDio+ZxiRDivumW6URxvO0OxZsHZaROLzcBg0aqlPJDUspdR4h/JXCflHKFlPLgMd5rLTDYSJdS/kJK+cdjTEOhGM6twJQYqRNkLUr/FScIIYRlgtfrY52TUp4+1rmjcCWgjNRp5EjfdYYzC7jhaJGmi5P4vZ4IsoCPAkgpm6WUqhNA8aZBGaknGCGEWwjxHyHEViHEDiHEO4UQXxVCvG7+/pUwuAZYBfzFHB11DvTsCyF0s0dyhxBiuxDi00KISzEMgo8IIZ417/WgEGKjEGKnEOLmFBkuFkJsMmV4WggxC7gF+LR5r7OEEF8TQnzOjL9cCPGaEGKbEOKfQohsM/w5IcR3hBDrhRD7hBBnHcM7+J153WYhxBVm+GtCiEUp8Qaed9T4iqlHCOExdWaTqXsD3240vf4kRifLswM6OUaaFwohXjXT/Id5j4uFEP9IiTPYcy+E+LkQYoOp118fI81AyvE1Qog/mMdvE0KsM/XoKSFE4VTrv+LEIoxRnt1CiF+bOvFEanlpxskTQtSbxzeZZeOTQoh6IcTHhRCfMXXiNSFETkry7zF1YocQ4lTz+rHKr5uEEA8JIZ4Bnh5D1rVCiBfMvLJXCPELIYRmngsIIb4nhNgKrDFl2mH+3ZqSRqpuf14Ydce21LwghHivGbZVCPEnYXgJvB2403yeY/K0ebMihtWhwvCwuDPl/E1CiLvM43ebOrFFCPFLYRpOo3zXEfW9Ge8t5jfbIoS4UwixwwzXzd8D3/nDR5B3rRDieSHEv4QQtUKIO4QQN5pybR/47maeecZM72khRIUZ/gchxI+FEK+Y1w8YPHcAZ5myfTrlfpoQYr8QIj/l94GB32Nw9vD0hcGdYqhN886U5xkcsRVC3CWEuMk8rhdG+bsJuFYI8UkhxC7zmf4+nu/7BuEOoNr8Nv9I0ZtxlXNCiGohxGOmnr8ohJg/1o2EENea32irEOKFlPv8Sxjl7X4hxP+kxD9SnviWmc5rQohCM3y2MNoC24UQ3zzagwshvmDG3SqEuMMMO1J9/QNhtB12m/ntAVPmb5pxZgkh9ggh/mLGuU+YnmBi7Hw7ajtAGOX88hRZXxJCLBv/Z1WMCyml+juBf8DVwK9TfmcCOSm//wS8zTx+DliVcu45DMN1JfBkSniW+f9rwOdSwnPM/05gB5AL5AOHgdnD4gy/dvA3sA04xzz+BvDDFHm+Zx5fCjx1hOdeCzxsHn8bePeA7MA+wA18Gvi6GV4M7D1K/ME01d+k623A/G8BMszjPOAAIEbTa/N/PZB3hHTzgBcAt/n7C8BXzfscSgn/eYoODOisburg0hR9XJUqr3l8DfAH8zgbEObxh1L0d1L1X/1Nqm7OAuLAcvP3vcC7h+lDHlBvHt9k6q0XozzsA24xz/0AuDXl+/7aPD4b2GEej1Ue3QQ0klKejyLrWiAMVJn6+yRwjXlOAteZxyuB7Wa6HmAnsCJVt4ELgV9h5D8NeNiUc5EpU96w/PKHgXupv3Hr1vA6tBA4kHL+UeBMYAHwb8Bqhv8MeO/w75qapnmcWt/vANaYx3ek6NvNwFfMYzuwAbP+HkO/ejHqTzvQxFCd+imGyq5/A+8zjz8APJiiI/8w9WnhwLMyrK4lvT7/n5Q8cyFw/xHe51jpX23mBd18x4fMZxh+37uAm8zjeuC2lHPNgH0gX0637kyhjs5K0ZXU45sYXzn3NDDHPF4NPHOEe20HSlPfsXmfFoz25UA+WcXR88SA3n83Rb8fSonzMVLq8VFkuQR4BXANy6tHqq+/k5IXmhnKJ42m/LNM2c4w4/2OoXbAkdrpI9oBwPtS7j0X2DDduvJG/FMjqSee7cBbzZ6Xs6SUfcC5whjd2Q6ch9HIOBK1QJUQ4idCiIsB3xjxPimM3tvXgHJgDnAa8IKUsg5AStl9pBsJITIxCqPnzaC7MRpCAzxg/t+IkcHHw4XA7UKILRgZ3AFUYDQuB3purwPuO0p8xdQjgG8LIbYBTwGlGI2K0fR6PJyG0Vh52fy+7wMqpZRx4DHgbcJwnbwM+Jd5zXVm7/lmjLxyLC6MZcDjZl77PEfJa5Ok/4oTT52Ucot5PJ5v8ayU0i+l7MBovP3bDN8+7Nq/AUgpXwAyhBBZHLk8evJoZSqwXkpZK6VMmOmfaYYngPvN4zOBf0op+6WUAQw9Gz5Sf6H5txnYBMzHKOPPA/4hpew0ZT+aPIqxGV6HzgZqhRCnCSFyMd75y8D5GB0Lr5t6cT5GRwSkf1cYpb439corpXzVjPPXlPgXAu81012H0ZiecwSZX5dStkgpI8BB4AkzPFW316Tc408M6SAYBmtSGlOLCo9wnwF+BwzM3/8A8PujxB8t/TOBv0kpE1LKNuB54C3juPc9KcfbMDzP3o3RaaU4SjknhPBgTHP5h6lfv8Qw3MbiZeAPQoj/wuhQGOBJKWWXlDKEUVadyZHzRBSjUw3Sy+szMMtcDL08EhcAv5dSBsEo58ZRXz+U8vw7U/JJLUb+BjgspXzZPP4zQ3njSO300doB/wAuF0JYMfLFH47yPIrjYELzahQjkVLuE0KcgtHj8k0hxNMYPUarpJSHhRBfw2j0HCmNHtNt4CIMN8XrMDLBIEKItRiZeI2UMiiEeO5o6R4nEfN/gvHriwCullLuHXFCiC4hxFLgnRjPNmb8ARcRxZRyI0av7EopZUwYLpSO0fRaSvmNcaQnMCq460c593fg40A3Ri+kXwgxG/gc8BYzH/yB0fVaphynnv8J8H0p5UNmHvnaOGQ8Esej/4oTTyTlOIHRox9naMrKcB1JjZ9M+Z0k/Tum6tHA77HKo9VA/zhkHS1NgLBpuI4XAfw/KeUvh8nxiWNIQzEGR6hD/45R5+7B6EiQpuvf3VLKL46S1OB3FUI4MEaUxl3fY3znT0gpHx+n6OPV7fFcL44W2XyONiHEecCpGHXEiUo/NQ/DyHeVmt8uwzBI3gZ8WQixxOzsfDNzNF3QgF4p5fLxJCalvMUs5y4DNgohVg6cGh4V49uOlSdiUsqBa4bXncPTOpGkPv/wdzMgw4hnGUe+HdEOMMuMJ4ErMMqLlShOOGok9QQjjNV6g1LKPwN3AqeYpzrNXq3USe9+DFeN4WnkAZqU8n7gKylppJIJ9JgZZT7GiBUYPcJnm419xND8q1HvZY6I9Yih+XbvwejlnAiPA59I8elfkXLuHuA2DHfRbeOIr5haMoF200A9F6iEI+r1qHqVwmvAGUKIGjMdtxBirnnueTOd/8JoGAJkYDRM+sxOikvGSLdNCLFAGPP9rhomf5N5/L6U8KnUf8XUUM9Qw+B4FxMZmBt3JtBn6sNEy6NThTH3SjPTf2mUOC8CVwohXEIIN4YOvzgszuPAB8x6AyFEqRCiAHgGY45erhl+xDJeMSZj1aH/xGh4Xs9QufQ0cI35/hFC5AghKkdJc6Bhm1bfSyl7Ab9pAAC8K+WaxzHWmrCaac81dWIivJJyjxsZqVvDOZru/AZj1Okfx9jRMsCLwDuFMf82H8PYXA80AAuFEHZztPn80S4281K5lPJZjCkjmRhu8m8GjjtfSyl9QJ0Q4loYnBu8bKz4QohqKeU6KeVXgQ6GRh/fauq8E2OBtpcZf55I5WXS9fJIPAm8XwzNGc05QfV1hRBijXl8A0b5PGq+HQe/AX6M4d3Qc4xyKMaBGhk48SzBWLwiCcSAj2Bk6h1AK/B6Stw/AL8QQoQw3HMGKAV+bxbMAKP1VD0G3CKE2A3sxTAGkFJ2CGMRpQfM69uBt2K4gdwnjEVAhvfEv8+Uw4XhFvH+43juVP4X+CGwzZShDrjcPHcf8CMzznjiK6aWvwD/Nl1eNmCMJsDoeg3GnLnHhBDNUspzhydm6uNNwN+EEHYz+CvAPillQhiLZtyEaVBKKbcKITab9z2MUamNxu0Y7kQdppwDDZavYbg29WA05meb4VOp/4qp4f+Ae83y7j/HmUbY1LcBly2YeHn0OsbcuhrgWQyjJw0p5SbTS2C9GfQbKeXmgdNmnCeEEAuAV017OYAxV3anEOJbwPNCiASGO/BNGAbVr4WxoNk18thXgH+zMVYd2mOGLZRSrjfDdgkhvgI8YepEDMNDqiE1QSllrxDi14xe338Q4/skMRrWA1MmfoPhQrjJ7BjpwGgzTIRPYLQhPm+md7QybRuQEIbr8x8wdCqVhzDcfI/m6jsW/8Ro42zF0O/bpJStAEKIezHeV90o9x1AB/4sDHdPAfzYNPzf8Egpu4QQLwtjwaTdx5HEjcDPTf21YpQTW8eIe6cQYg7GO37ajLcco5y6H2M6zZ+llBsAxpMnhvEp4K9CiC8wNL1nVKSUjwljYaINQogo8AjwJSZeX+8FPiaE+B2wC/i52VE1Vr49kowbhRA+jj9fKI7CwAIjCoVCoVAoJoAwXEg/J6U8rk42c3R0k5TyaCMSipMMIYTHnH+MEOJ2oFhK+alpFmtcCGMV7R9IKdUK528yzE7mVVLKj0+3LBNFGCv9PyylXHyC0ivBWLdgvpQyeSLSVKSj3H0VCoVCoZhmzAbPqxgjxIo3HpcJc7sjjEWyjroFx0zANKjvZ3SPLoXiTYkQ4r0YC519WRmok4caSVUcE0KIi4DvDAuuk1JeNVp8xZsHIcQ6jOXeU3mPlHL7dMijUEwWQogljFydMiKlXD1afIXiWJjp+iWE+DJw7bDgf0gpvzUd8iiOjZn0/Wa6riumF2WkKhQKhUKhUCgUCoVixqDcfRUKhUKhUCgUCoVCMWNQRqpCoVAoFAqFQqFQKGYMykhVKBQKhUKhUCgUCsWMQRmpCoVCoVAoFAqFQqGYMSgjVaFQKBQKhUKhUCgUM4b/DxKUCH4HbfxWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 942.375x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=df.sample(frac=0.1), x_vars=numerical_names, y_vars=numerical_names, hue=target_name);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4af20b11",
   "metadata": {},
   "source": [
    "There are quite a few interactions that are worth mentioning:\n",
    "\n",
    "* (`satisfaction_level`, `last_evaluation`) - We can observe three groups that tend to leave the company. We have people with a satisfaction level around 0.4 and the last evaluation around 0.5. Those are people who are not very happy with their job and are not that great at their tasks, and thus it makes intuitive sense to leave the company. We also have people with low satisfaction levels and high evaluation scores. Those might be very skillful people who can easily find other opportunities when they are not pleased anymore with their job. Finally, we have the satisfied people with high-performance evaluations representing the ones who enjoy and are very good at what they are doing but probably leave for better opportunities.\n",
    "\n",
    "\n",
    "* (`satisfaction_level`, `average_montly_hours`) - Analogous to the previous case, we identify three groups (might coincide). The first group consists of people with a satisfaction level around 0.4 and who work on average a low number of hours per month. In the second group, we have people who work a lot, but are not very happy with their job. Finally, the third group is represented by satisfied people who work a lot.\n",
    "\n",
    "\n",
    "* (`last_evaluation`, `number_project`) - we distinguish two groups. The first group consists of people with a low evaluation score and a low number of projects which might not be very productive for the company. The second group consists of people with a high evaluation score and a high number of projects.\n",
    "\n",
    "\n",
    "* (`last_evaluation`, `average_montly_hours`) - Similarly, we can see two clear clusters defined by people with a low evaluation score and who work on average a low number of hours per month and people with a high evaluation score and large number monthly working hours.\n",
    "\n",
    "Although there are many other interactions to mention, we stop here for the sake of this example. One can conduct similar investigations the categorical features. From the above analysis, we can conclude that numerical features are very relevant for the classification task.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b49d7bd",
   "metadata": {},
   "source": [
    "### Data preprocessing\n",
    "\n",
    "We first split the dataset into train and test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5f368611",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[feature_names].to_numpy()\n",
    "y = df[target_name].to_numpy()\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53e9aebd",
   "metadata": {},
   "source": [
    "Define and fit the preprocessor. We use only one hot encoding (OHE) for the categorical variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "118419b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_indices = [feature_names.index(ft) for ft in categorical_names]\n",
    "\n",
    "# define categorical one-hot encoder\n",
    "cat_transf = OneHotEncoder(\n",
    "    categories=[np.unique(X_train[:, ft_idx]) for ft_idx in categorical_indices],\n",
    "    drop='if_binary'\n",
    ")\n",
    "\n",
    "# define preprocessor\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('cat', cat_transf, categorical_indices)\n",
    "    ],\n",
    "    remainder='passthrough',\n",
    "    sparse_threshold=0,\n",
    "    \n",
    ")\n",
    "\n",
    "# fit the preprocessor\n",
    "preprocessor = preprocessor.fit(X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2018cb0d",
   "metadata": {},
   "source": [
    "With the preprocessor fitted, we compute the OHE representation of the training and testing dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f965a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get OHE data representation\n",
    "X_train_ohe = preprocessor.transform(X_train)\n",
    "X_test_ohe = preprocessor.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4c2bb0e",
   "metadata": {},
   "source": [
    "### Train  and evaluate random forest classifier\n",
    "\n",
    "Now that we have the dataset in a good format, we are ready to train the `RandomForestClassifier` from the `sklearn` library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5bdfc7da",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf = RandomForestClassifier(class_weight='balanced', random_state=0)\n",
    "rf = rf.fit(X_train_ohe, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "166ed868",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00      9142\n",
      "           1       1.00      1.00      1.00      2857\n",
      "\n",
      "    accuracy                           1.00     11999\n",
      "   macro avg       1.00      1.00      1.00     11999\n",
      "weighted avg       1.00      1.00      1.00     11999\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# evaluate classifier on train data\n",
    "y_train_hat = rf.predict(X_train_ohe)\n",
    "print(classification_report(y_true=y_train, y_pred=y_train_hat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5407635",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      1.00      0.99      2286\n",
      "           1       1.00      0.96      0.98       714\n",
      "\n",
      "    accuracy                           0.99      3000\n",
      "   macro avg       0.99      0.98      0.99      3000\n",
      "weighted avg       0.99      0.99      0.99      3000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# evaluate classifier on test data\n",
    "y_test_hat = rf.predict(X_test_ohe)\n",
    "print(classification_report(y_true=y_test, y_pred=y_test_hat))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6f039f6",
   "metadata": {},
   "source": [
    "As we can observe, our classifier performs reasonably well on all the metrics of interest."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b137ce0",
   "metadata": {},
   "source": [
    "### Permutation importance\n",
    "\n",
    "With our classifier trained, we can perform post-hoc explanation to determine  which features are the most important for our model. We begin by defining a prediction function followed by the initialization of the `alibi` explainer. Note that `alibi` supports some metric functions which can be specified through strings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2379f0a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_fn(X: np.ndarray) -> np.ndarray:\n",
    "    return rf.predict(preprocessor.transform(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3ec6f77a",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = PermutationImportance(predictor=predict_fn,\n",
    "                                  score_fns=['accuracy', 'f1'],\n",
    "                                  feature_names=feature_names,\n",
    "                                  verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a16ce09f",
   "metadata": {},
   "source": [
    "We are now ready to compute the global importance of the features. If the list of features is not provided, by default the explainer will compute the importance of all the features in the dataset. Also, by default the explainer uses the estimation method to compute the feature importance (i.e., it is less computationally intensive), and the importance returned is the ratio between the original score and the permuted score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "58bb7865",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [00:14<00:00,  1.65s/it]\n"
     ]
    }
   ],
   "source": [
    "exp = explainer.explain(X=X_test, y=y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "402a19d4",
   "metadata": {},
   "source": [
    "To inspect the results, we can use the built-in `plot_permutation_importance` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "98e36cd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_permutation_importance(exp,\n",
    "                            n_cols=2,\n",
    "                            fig_kw={'figwidth': 14, 'figheight': 6});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "885f09e1",
   "metadata": {},
   "source": [
    "From the $F_1$ score plot, we can see that the most important feature that the model relies on is the `satisfaction level`. Following that, we have three features that have approximately the same importance, namely the `average_montly_hours`, `last_evaluation` and `number_project`. Finally, in our top 5 hierarchy we have `time_spend_company`.\n",
    "\n",
    "We can observe that features like `sales`, `salary`, `Work_accident` and `promotion_last_5years` receive an importance of 1, which means that they are not relevant for the model (i.e., we are using the ratio between the base and permuted score and a ratio close to 1 means that the original score and the permuted score are approximately the same).\n",
    "\n",
    "Note that we observe the same ordering in the `accuracy` plot. It is worth emphasizing that this does not always happen - using a different metric or loss function can give different results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b029ffd",
   "metadata": {},
   "source": [
    "### Custom metrics\n",
    "\n",
    "We can also use custom score and loss functions apart from the ones already provided. For example, if we would like to use `1 - f1` metric, we need to define the corresponding loss function. To change the metric functions, we need to define a new explainer and ensure that the output of the predictor is compatible with the loss function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7201c61d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loss_f1(y_true: np.ndarray, y_pred: np.ndarray) -> float:\n",
    "    return 1 - f1_score(y_true=y_true, y_pred=y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f984a96f",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_loss_f1 = PermutationImportance(predictor=predict_fn,\n",
    "                                          loss_fns={'1 - f1': loss_f1},\n",
    "                                          feature_names=feature_names,\n",
    "                                          verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "31e1d935",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [00:15<00:00,  1.74s/it]\n"
     ]
    }
   ],
   "source": [
    "exp_loss_f1 = explainer_loss_f1.explain(X=X_test, y=y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "191df79c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_permutation_importance(exp=exp_loss_f1,\n",
    "                            fig_kw={'figwidth': 7, 'figheight': 6});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4efe7682",
   "metadata": {},
   "source": [
    "As another example, if we want to use the `1 - auc` metric we need to define the corresponding loss function, a new predictor which returns the probability of the positive class instead of the label, and implicitly will require to define a new explainer. Note that we need to define a new predictor because the output of the predictor must be compatible with the arguments expected by the loss function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3b25c326",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loss_auc(y_true: np.ndarray, y_score: np.ndarray) -> float:\n",
    "    return 1 - roc_auc_score(y_true=y_true, y_score=y_score)\n",
    "\n",
    "def proba_fn(X: np.ndarray) -> np.ndarray:\n",
    "    return rf.predict_proba(preprocessor.transform(X))[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9848b756",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_loss_auc = PermutationImportance(predictor=proba_fn,\n",
    "                                           loss_fns={'1 - auc': loss_auc},\n",
    "                                           feature_names=feature_names,\n",
    "                                           verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d290118b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [00:17<00:00,  1.96s/it]\n"
     ]
    }
   ],
   "source": [
    "exp_loss_auc = explainer_loss_auc.explain(X=X_test, y=y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "37e8732b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+ClwHDAdmRcR/StoJOB7YFRAwS9LdEfFAWyeS9k/7vUtqc3Oq80XgHGCPiHhB0oYR8ZKkm4FbIuK6SkVFxGRgMsDQhpHRyfGzzG161MSK85v8PHCzrOUY4E9ExLw0PRdo7KT9XRHxKvCqpFbgN2l+C7B9qd0vACLiHklvTYG9P3CopLNSm2HAO9P0tE7CG2B2RDwOIOkXwJ4UAb4cuD612RO4MSJeS+1uAPYCHij1s3/6apu3LkWgvx+4NiJeSLV3Vo+ZmQ0QOQb4stL0cmBt4A1WXg4Y1kH7FaXXK/jX/W8/Eg2K0e7HIuKR8gJJuwKv1VBrpT4B/lHtuncVAv5vRPykXR2ndaEPMzMbQLK6Bt6BxcBOafrIbvYxDkDSnkBrRLQCtwOnSVJatkMX+9xF0pbp2vc44PcV2twLHC5pHUnDgSPSvLLbgRMkrZvq2FzS24E7gY9Lelua33ZN/1VgvS7WamZmGRkoAf4d4GRJDwAbdbOPf6T1LwE+k+Z9A1gLWCBpUXrdFXOAi4CHgCeAG9s3iIj7gSnAbGAWcGnp+nekNncA1wB/kNRCcRp+vYhYBHwTuDvdEPe9tN4vgf9KN96tchObmZnlTxG+h6k3SBoLnBURh3Rz/bcB90fEu3qyrvaGNoyMhuMu7M1NWD+12DexmWVB0tyIWOWzSgbKCHxAkbQZ8AeKMwtmZmaryPEmtn5F0ijgynazl0XErkBTd/qMiKeB965maWZmNoA5wFdTRLQAo+tdh5mZDS4+hW5mZpYhB7iZmVmGHOBmZmYZcoCbmZllyAFuZmaWId+FPsiN2nwEzf5ADzOz7HgEbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZ8vvAB7mWp1ppnHBrvcsY0Bb7ffZm1gs8AjczM8uQA9zMzCxDDnAzM7MMOcDNzMwy5AA3MzPLkAPczMwsQw5wMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wLtAUqOko0qvx0q6pRv9TJF0ZM9WZ2Zmg0ldAlzSkHpstwc0Akd11qheMj6uZmbWRTU9jUzSTcAWwDDgBxTBv1VE/FdaPh4YExGnSvo0cDrwFmAW8PmIWC5pCfATYF/gFEkfBD4CrA3MAP4jIkLSzsDPgBXANODAiNguhdNEYCwwFPh/EfGTKvWOBb4O/A0YBfwKaAG+kLZ3eET8SVIjcBmwEfA8cHxE/K+kKcArwBhgU+BLEXFd2v77JM0DLgceSNtbA3gE2CMink+vHwV2j4jnqxzWvSWdWe5fkoBvAwcCAZwfEVPT/pwVEYek7V0ENEfEFEmLganAfsC3Jb0dOAl4A3gwIj5ZZfvWC569ZsIq88bOnPQvr5uamvqoGjMbyGodgZ8QETtRBNrpwI3AEaXl44BfSnpfmv5ARIwGlgNHpzbDgVkR8f6I+D1wUUTsHBHbUYTqIandzynCvG39Np8BWiNiZ2Bn4HOStuyg5vdTBNn7gGOA90bELsClwGmpzY+AyyNie+Bq4Iel9RuAPVNdE9O8CcC9ETE6Ir7f1jAiVgBXlfZ1X2B+B+Fdrf+PAqNT7fsCkyQ1dNBHmxcjYseI+GWqcYe0TydVaizpREnNkpqXL22toXszM+tvan0e+OmS2gJ7C2BL4HFJuwGPAVsD9wGnADsBc4rBJGsDf03rLQeuL/W5j6QvAesAGwKLJN0LrBcRf0htrmFlsO8PbF+6djwCGAk8UaXmORHxDICkPwF3pPktwD5peneK0AS4kmL02+amFMwPStqk2oEpuQz4NXAhcALFHyIdqdT/nsAvImI58Jykuyn+WHmlk76mlqYXAFensyY3VWocEZOByQBDG0ZGJ31bF2x61MRV5jX5eeBm1gs6DfB0+nZfitPBSyU1UZxK/yXwCeBh4MZ0+lsUI9qvVOjqHymYkDQMuJjitPuTks5NfXZYCnBaRNxey44By0rTK0qvV1DbHy7l9dVZ47Qfz6VLA7uwcjTeE/2/wb+eLWl/rF4rTR8M7E1xeeJsSaMi4o1O+jczs8zUcgp9BPByCu+tgd3S/BuBw4BPUYQ5wHTgyHQdFkkbSnpXhT7bAugFSesCRwJExN+AVyXtmpaXr9/eDpwsaa3U93slDa+h/o7MKG3jaODeTtq/CqzXwfJLKU6lX9v2x0oX3QuMkzRE0sYUQTwb+DOwjaShktYHPlRp5XTtfYuIuAv4MsX3bt1u1GFmZv1cLSPR24CTJD1EcaPWTICIeDnN2yYiZqd5D0o6B7gjhcnrFKfV/1zuMCL+JumnwELgWWBOafFngJ9KWgHcDbRdpL2U4i7w+9NI/3ng8C7v8b86Dfi5pP9K/R3fSfsFwHJJ84EppJvYSm6mOHXe2enzam6kOK0/n+Imti9FxLMAkn5FcbyeqLDdNkOAqySNoBjV/zD9UWRmZgOMIvrXJVBJ60bEkjQ9AWiIiC/UuayaSBoDfD8i9qp3LbUa2jAyGo67sN5lDGiLfQ3czFaDpLkRMab9/FpvYutLB0v6CkVtfwbG17ec2qQ/Nk6m82vfZmZmq63fBXhETOVf76quStIoirvHy5ZFxK6V2vemiJjIyreDASDpbODj7ZpeGxHf7LPCzMxsQOp3Ad4VEdFC8b7pfikFtcPazMx6nD8L3czMLEMOcDMzsww5wM3MzDLkADczM8uQA9zMzCxDDnAzM7MMZf02Mlt9ozYfQbM/KczMLDsegZuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZcoCbmZllyAFuZmaWIb+NbJBreaqVxgm31ruMulrst9GZWYY8AjczM8uQA9zMzCxDDnAzM7MMOcDNzMwy5AA3MzPLkAPczMwsQw5wMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDKUbYBLWtLN9c6QtE5P11NlW02SxnRz3bGS9ii9PknSsT1XnZmZ5WwwPo3sDOAqYGmd6+jMWGAJMAMgIi6pazUDzLPXTHhzeuzMSf+yrKmpqY+rMTPrumxH4G0krStpuqT7JbVIOizNHy7pVknzJS2UNE7S6cBmwF2S7uqgz/0l/SH1eW3axgGSri21GSvpljT9Y0nNkhZJ+nqVPpeUpo+UNCVNf0TSLEkPSPqdpE0kNQInAV+UNE/SXpLOlXRWWme0pJmSFki6UdIGaX6TpAskzZb0qKS9qtRyYqq3efnS1q4cbjMz6ycGwgj8H8AREfGKpI2AmZJuBg4Ano6IgwEkjYiIVklnAvtExAuVOkt9nAPsGxGvSfoycCbwLWCypOER8RowDvhlWu3siHhJ0hBguqTtI2JBjfX/HtgtIkLSZ4EvRcR/SroEWBIR30l1fai0zhXAaRFxt6TzgK9RnFkAWDMidpF0UJq/b/sNRsRkYDLA0IaRUWOdA8qmR018c7rJzwM3swwNhAAX8C1JewMrgM2BTYAW4LuSLgBuiYh7a+xvN2Ab4D5JAG8B/hARb0i6DfiIpOuAg4EvpXU+IelEiuPZkNavNcDfAUyV1JC29USHOyuNANaPiLvTrMuBa0tNbkj/zgUaa6zBzMwyMxAC/GhgY2CniHhd0mJgWEQ8KmlH4CDgfEnTI+K8GvoTMC0iPlVh2S+BU4GXgOaIeFXSlsBZwM4R8XI6NT6swrrlkW55+Y+A70XEzZLGAufWUGNHlqV/lzMwvr9mZlZB9tfAgRHAX1N47wO8C0DSZsDSiLgKmATsmNq/CqzXQX8zgQ9Iek/qZ7ik96Zld6d+PsfK0+dvBV4DWiVtAhxYpd/nJL1P0hrAEe3qfypNH1eaX7HOiGgFXi5d3z4m1WVmZoPIQBihXQ38RlIL0Aw8nOaPAiZJWgG8Dpyc5k8GbpP0dETs076ziHhe0njgF5KGptnnAI9GxPJ049p4UthGxHxJD6TtPgncV6XOCcAtwPOpznXT/HOBayW9DNwJbJnm/wa4Lt2Ud1q7vo4DLklvh3scOL764TEzs4FIEYPyHiZLhjaMjIbjLqx3GXW12DexmVk/JmluRKzymSID4RS6mZnZoDMQTqF3m6RZwNB2s4+JiJZ61GNmZlarQR3gEbFrvWswMzPrDp9CNzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8vQoL4L3WDU5iNo9geZmJllxyNwMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8uQ3wc+yLU81UrjhFt7rf/Ffo+5mVmv8AjczMwsQw5wMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8uQA9zMzCxDDnAzM7MMOcD7KUlTJB1Z7zrMzKx/coAPEJL8ufZmZoOIA7wPSRou6VZJ8yUtlDRO0lclzUmvJ0tShfUqtpHUJOlCSc3A2ZKekLRWWvbW8mszMxtYPGrrWwcAT0fEwQCSRgDTIuK89PpK4BDgN+3Wu6iDNm+JiDFpWSNwMHAT8Enghoh4vTd3qJJnr5nw5vTYmZMAaGpq6usyzMwGNI/A+1YLsJ+kCyTtFRGtwD6SZklqAT4IbFthvY7aTC1NXwocn6aPB35eqQhJJ0pqltS8fGnr6u6TmZnVgUfgfSgiHpW0I3AQcL6k6cApwJiIeFLSucCw8jqShgEXd9DmtVL/90lqlDQWGBIRC6vUMRmYDDC0YWT00O69adOjJr453eTngZuZ9QqPwPuQpM2ApRFxFTAJ2DEtekHSukClu86H1dCm7ArgGqqMvs3MbGDwCLxvjQImSVoBvA6cDBwOLASeBea0XyEi/ibppx21aedq4HzgFz1XtpmZ9TcO8D4UEbcDt7eb3QycU6Ht+NL0OVXajK2wmT2B6yLib6tRqpmZ9XMO8AFE0o+AAymusZuZ2QDmAB9AIuK0etdgZmZ9wzexmZmZZcgBbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZ8ge5DHKjNh9Bs58YZmaWHY/AzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8uQ30Y2yLU81UrjhFt7tM/FfluamVmv8wjczMwsQw5wMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8uQA9zMzCxDDnAzM7MMOcDNzMwy5ADPiKQpko6sdx1mZlZ/DnAzM7MM+WlkdSZpOPAr4B3AEOAbwL8BHwHWBmYA/xER0W69nYDvAesCLwDjI+IZSacDJwFvAA9GxCf7al+evWYCAGNnTgKgqamprzZtZjboOMDr7wDg6Yg4GEDSCGBaRJyXXl8JHAL8pm0FSWsBPwIOi4jnJY0DvgmcAEwAtoyIZZLWr7RBSScCJwIMeevGvbVfZmbWixzg9dcCfFfSBcAtEXGvpI9J+hKwDrAhsIhSgFOM0LcDpkmCYuT+TFq2ALha0k3ATZU2GBGTgckAQxtGRqU23bHpURMBaPLzwM3Mep0DvM4i4lFJOwIHAedLmg6cAoyJiCclnQsMa7eagEURsXuFLg8G9qY4BX+2pFER8Ubv7YGZmdWDb2KrM0mbAUsj4ipgErBjWvSCpHWBSnedPwJsLGn31MdakraVtAawRUTcBXwZGEFxjdzMzAYYj8DrbxQwSdIK4HXgZOBwYCHwLDCn/QoR8c/0drIfpmvmawIXAo8CV6V5An4YEX/rg30wM7M+5gCvs4i4Hbi93exm4JwKbceXpudRnCpvb88eLM/MzPopn0I3MzPLkAPczMwsQw5wMzOzDDnAzczMMuQANzMzy5AD3MzMLEMOcDMzsww5wM3MzDLkADczM8uQP4ltkBu1+Qia/fQwM7PseARuZmaWIQe4mZlZhhzgZmZmGXKAm5mZZcgBbmZmliEHuJmZWYYc4GZmZhny+8AHuZanWmmccOtq97PY7yU3M+tTHoGbmZllyAFuZmaWIQe4mZlZhhzgZmZmGXKAm5mZZcgBbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGsg9wSd+XdEbp9e2SLi29/q6kM2vsq0nSmF4os9r2LpW0TYX54yVd1M0+15f0+dWvzszM+rPsAxy4D9gDQNIawEbAtqXlewAzOutE0pBeqa4DEfHZiHiwh7tdH3CAm5kNcAMhwGcAu6fpbYGFwKuSNpA0FHgfMELSA5JaJF2W5iNpsaQLJN0PfLytQ0lrSJoi6fxqG5X0Y0nNkhZJ+npp/s6SZkiaL2m2pPUkDZH0HUkLJS2QdFpq++aIX9Lxkh6VNBv4QKm/jSVdL2lO+vpAmn9u2pcmSY9LOj2tMhHYStI8SZNW9+DW4tlrJvTFZszMrCT7x4lGxNOS3pD0TorR9h+AzSlCvRV4DLgU+FBEPCrpCuBk4MLUxYsRsSOApJMojsnVwMKI+GYHmz47Il5KI/fpkrYHHgamAuMiYo6ktwJ/B04EGoHREfGGpA3LHUlqAL4O7JRqvgt4IC3+AfD9iPh92sfbKf4oAdga2AdYD3hE0o+BCcB2ETG6WuGSTkw1MeStG3ewi2Zm1l9lH+DJDIrw3gP4HkWA70ERhn8B/h4Rj6a2lwOnsDLAp7br6yfArzoJb4BPpCBcE2gAtgECeCYi5gBExCsAkvYFLomIN9L8l9r1tSvQFBHPp/ZTgfemZfsC20hqa/tWSeum6VsjYhmwTNJfgU06qZm0/cnAZIChDSOjlnU6sulRE1e3CzMz66KBcAodVl4HH0VxCn0mxQh8D6Cpk3Vfa/d6BrCPpGHVVpC0JXAWxah+e+BWoGr71bQGsFtEjE5fm0fEkrRsWandcgbOH2RmZtaJgRLgM4BDgJciYnka4a5PEeLXA42S3pPaHgPc3UFfPwP+B/iVpGqB+FaK4G+VtAlwYJr/CNAgaWeAdP17TWAa8B9t/bU/hQ7MAv5d0tskrUXpejxwB3Ba2wtJozuoHeBVilPqZmY2gA2UAG+huPt8Zrt5rRHxF+B44FpJLcAK4JKOOouI71Fcg74y3dnefvn8tPxh4BqKMwBExD+BccCPJM2nCO5hFNfg/xdYkOYf1a6/Z4BzKa7f3wc8VFp8OjAm3fz2IHBSJ7W/CNyXbpjrk5vYzMys7ylitS+BWsaGNoyMhuMuXO1+Fk88ePWLMTOzVUiaGxGrfEbJQBmBm5mZDSq+6akTkmYBQ9vNPiYiWupRj5mZGTjAOxURu9a7BjMzs/Z8Ct3MzCxDDnAzM7MMOcDNzMwy5AA3MzPLkAPczMwsQw5wMzOzDPltZIPcqM1H0OxPUTMzy45H4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZcoCbmZllyG8jG+RanmqlccKtq9XHYr8Nzcysz3kEbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZcoCbmZllyAFuZmaWIQe4mZlZhhzgZmZmGXKAm5mZZajfB7ik0ZIOKr0+VNKEHuy/UdLCbq773zW0WSypRdI8Sc3d2Y6ZmVl7PRbgkob0VF/tjAbeDPCIuDkiJvbStrqq0wBP9omI0RExpjeLkeSny5mZDRI1BXgapT4s6WpJD0m6TtI6aXR5gaT7gY9L+lQabS6UdEFp/SWSJklaJOl3knaR1CTpcUmHpjbDJP08rf+ApH0kvQU4DxiXRrDjJI2XdFGprjslLZA0XdI70/wpkn4oaUbaxpFd2M97Jd2fvvZI8xsk3ZNqWChpL0kTgbXTvKu7ctAlbZWOWdvrkW2vJe0k6W5JcyXdLqkhzf+cpDmS5ku6XtI6pX29RNIs4NuS/j3VNC8dx/UqbP9ESc2Smpcvbe1K6WZm1k90ZQT+b8DFEfE+4BXg82n+ixGxI3APcAHwQYpR886SDk9thgN3RsS2wKvA+cB+wBEUAQ1wChARMQr4FHB5qu+rwNQ0gp3arqYfAZdHxPbA1cAPS8sagD2BQ4BaR+x/BfZL+zOu1N9RwO0RMRp4PzAvIiYAf091Hd1BnwHckQL5RIqd/BPQKml0anM88HNJa6V9OjIidgIuA76Z2twQETtHxPuBh4DPlLbxDmCPiDgTOAs4JdW6F/D3VQqKmBwRYyJizJB1RtR4aMzMrD/pyinXJyPivjR9FXB6mm4L1Z2Bpoh4HiCNSvcGbgL+CdyW2rUAyyLidUktQGOavydFeBERD0v6M/DeTmraHfhomr4S+HZp2U0RsQJ4UNImNe7jWsBFKViXl7Y/B7gsBexNETGvxv4A9oyIpyS9HZgm6eGIuAe4FDhe0pkUfyzsQvFH0napHcAQ4JnUz3aSzgfWB9YFbi9t49qIWJ6m7wO+l47/DRHxly7UamZmmejKCDyqvH6thnVfj4i29iuAZQApYHvruu2y0rRqXOeLwHMUo+wxwFsAUuDuDTwFTJF0bK1FRMRT6d+/AjdSBDXA9cCBFGcI5kbEi6nORWlUPzoiRkXE/qn9FODUdIbi68Cw0mbe/B6k+wM+C6wN3Cdp61prNTOzfHQlwN8pafc0fRTw+3bLZwP/LmmjdEPbp4C7u9D/vcDRAJLeC7wTeITilPsq13GTGcAn0/TRqY/VMQJ4Jv1hcQzFCBhJ7wKei4ifUoycd0ztX0+j8ookDW+7Bi1pOLA/sBAgIv5BMYr+MfDztMojwMZtx1nSWpK2TcvWA55J26t6yl7SVhHREhEXUJw5cICbmQ1AXQnwR4BTJD0EbEARPG+KiGeACcBdwHyKUeWvu9D/xcAa6bT6VGB8RCxL/W3TdhNbu3VOozgNvYAicL/Qhe1Vq+E4SfMpgq9tZDsWmC/pAYrT3T9I8ycDCzq4iW0T4Pepv9nArRFxW2n51RRnJO4AiIh/AkcCF6R15gF7pLb/B5hFcYr84Q724Yx0o90C4HXgtzXst5mZZUYrz2x30EhqBG6JiO16vaJBRNJZwIiI+D/1qmFow8hoOO7C1epj8cSDe6YYMzNbhaS5ld6G7PcN14mkG4GtKO7aNzMz65KaAjwiFlPcHZ0tSaMo7lQvWxYRu/ZA328DpldY9KF0c9oqIuKI1d2umZkNXoNmBB4RLRTvT++Nvl/srb7NzMwq6fefhW5mZmarcoCbmZllyAFuZmaWIQe4mZlZhhzgZmZmGRo0d6FbZaM2H0GzP4jFzCw7HoGbmZllyAFuZmaWIQe4mZlZhhzgZmZmGXKAm5mZZcgBbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW5mZpYhB7iZmVmGHOBmZmYZcoCbmZllyAFuZmaWIQe4mZlZhhzgZmZmGVJE1LsGqyNJrwKP1LuOGmwEvFDvImrgOnuW6+w5OdQIrrOSd0XExu1nrtlHG7f+65GIGFPvIjojqdl19hzX2bNyqDOHGsF1doVPoZuZmWXIAW5mZpYhB7hNrncBNXKdPct19qwc6syhRnCdNfNNbGZmZhnyCNzMzCxDDnAzM7MMOcAHCUkHSHpE0h8lTaiwfKikqWn5LEmNdahxC0l3SXpQ0iJJX6jQZqykVknz0tdX+7rOVMdiSS2phuYKyyXph+l4LpC0Yx/X92+lYzRP0iuSzmjXpm7HUtJlkv4qaWFp3oaSpkl6LP27QZV1j0ttHpN0XB/XOEnSw+l7eqOk9aus2+HPRx/Uea6kp0rf24OqrNvh74U+qHNqqcbFkuZVWbcvj2fF30P97ecTgIjw1wD/AoYAfwLeDbwFmA9s067N54FL0vQngal1qLMB2DFNrwc8WqHOscAt/eCYLgY26mD5QcBvAQG7AbPq/P1/luLDIPrFsQT2BnYEFpbmfRuYkKYnABdUWG9D4PH07wZpeoM+rHF/YM00fUGlGmv5+eiDOs8Fzqrh56LD3wu9XWe75d8FvtoPjmfF30P97eczIjwCHyR2Af4YEY9HxD+BXwKHtWtzGHB5mr4O+JAk9WGNRMQzEXF/mn4VeAjYvC9r6EGHAVdEYSawvqSGOtXyIeBPEfHnOm1/FRFxD/BSu9nln8HLgcMrrPphYFpEvBQRLwPTgAP6qsaIuCMi3kgvZwLv6I1td0WVY1mLWn4v9JiO6ky/az4B/KK3tl+rDn4P9aufT/Ap9MFic+DJ0uu/sGowvtkm/YJqBd7WJ9VVkE7h7wDMqrB4d0nzJf1W0rZ9W9mbArhD0lxJJ1ZYXssx7yufpPovxv5wLNtsEhHPpOlngU0qtOlPx/UEirMslXT289EXTk2n+i+rcrq3Px3LvYDnIuKxKsvrcjzb/R7qdz+fDnDrdyStC1wPnBERr7RbfD/FqeD3Az8Cburj8trsGRE7AgcCp0jau051dEjSW4BDgWsrLO4vx3IVUZyP7LfvcZV0NvAGcHWVJvX++fgxsBUwGniG4vR0f/YpOh599/nx7Oj3UH/5+XSADw5PAVuUXr8jzavYRtKawAjgxT6prkTSWhT/aa6OiBvaL4+IVyJiSZr+H2AtSRv1cZlExFPp378CN1Kcjiyr5Zj3hQOB+yPiufYL+suxLHmu7TJD+vevFdrU/bhKGg8cAhydfpGvooafj14VEc9FxPKIWAH8tMr2634s4c3fNx8FplZr09fHs8rvoX738+kAHxzmACMlbZlGZJ8Ebm7X5mag7Y7JI4E7q/1y6i3pOtjPgIci4ntV2mzadm1e0i4UP8N9+oeGpOGS1mubprixaWG7ZjcDx6qwG9BaOv3Wl6qObPrDsWyn/DN4HPDrCm1uB/aXtEE6Lbx/mtcnJB0AfAk4NCKWVmlTy89Hr2p3v8URVbZfy++FvrAv8HBE/KXSwr4+nh38Hup/P599cVefv+r/RXFX9KMUd52eneadR/GLCGAYxWnWPwKzgXfXocY9KU5LLQDmpa+DgJOAk1KbU4FFFHfMzgT2qEOd707bn59qaTue5ToF/L90vFuAMXWoczhFII8ozesXx5Lij4pngNcprhN+huKei+nAY8DvgA1T2zHApaV1T0g/p38Eju/jGv9IcY2z7eez7Z0bmwH/09HPRx/XeWX6uVtAETwN7etMr1f5vdCXdab5U9p+Jktt63k8q/0e6lc/nxHhj1I1MzPLkU+hm5mZZcgBbmZmliEHuJmZWYYc4GZmZhlygJuZmWXIAW7WD0lanp68tFDStZLW6cNtj6729KqO2kk6tKeeaCXpdEkPSar2SWcdrdso6aieqKNK/5dK2qa3+q+yzf/uy+1ZHvw2MrN+SNKSiFg3TV8NzI0qH27Tbr01Y+XDNrq77fEU71s/tSfadbOGh4F9o8qHe3Sy7liKJ3Ed0sX1hkTE8q5urzelDxUR8Erbz4NZG4/Azfq/e4H3pE+kukzSbEkPSDoMiiCVdLOkO4Hp6fVN6ZnFiyWdKunMtM5MSRum9ZokjUnTG6W2b6H4gJ9x6QzAOEm7SPpDWn+GimeNV2o3XtJFqb9GSXeqeJjGdEnvTPOnqHhO+gxJj0s6sv3OSrqE4sM7fivpix3sd6OkeyXdn772SF1MBPZKdX2xXFda75YU8khaIum7kuZTPNjl02k78yT9RNKQCvWVj9sSFc8IXyTpd+lYNaV9O7T0/fl1mv+YpK+V+joznWVZqPS89rRfj0i6guITx34GrJ1qujq1uUnFgz0WqfRwj1TPN1U8oGampE3S/E1UPL98fvraI83vdH+tH+vNT4nxl7/81b0vYEn6d02Kj2w8GfgW8Ok0f32KT9AaDoyn+GSrtk+GGk/xKVDrARtTPFmu7dPXvk/xcAaAJtInxAEbAYtL619UquWtrHwG9r7A9VXavfka+A1wXJo+AbgpTU+h+MS/NSiesfzHKvu/mPT85w72ex1gWJo/EmhO02MpPee8Qp23AGPTdACfSNPvS3WvlV5fDBxbobbycQvgwDR9I3AHsBbwfmBeafvPUHyS19oUoTwG2Ini09KGA+tSfMrYDkAjsALYrf3PQ+l12/e6rb+3ler5SJr+NnBOmp5a+r4PoXjWQU3766/++7UmZtYfrS1pXpq+l2IUNgM4VNJZaf4w4J1pelpElJ+1fFcUzzJ+VVIrxS9qKAJj+y7WMgK4XNJIioBYq4Z1dqd4QAUUH+v57dKym6J4yMaDbSPETuxP5f1+GrhI0mhgOfDeGvpqbznFQyugeG76TsCc4sw1a1P5gRVl/wRuS9MtwLKIeF1SC0UQt5kWES8CSLqBlR/XeWNEvFaavxfFR5/+OYrnyFdzuqQj0vQWFH/AvJjquSXNnwvsl6Y/CBwLEMVlglZJx3Rjf60fcYCb9U9/j4jR5Rkqfst+LCIeaTd/V+C1dusvK02vKL1ewcr/92+w8jLasA5q+QbFHwRHqHg+clNtu1BVuTbV0L7afp8LPEcx2l0D+EeV9cv7Cf+6r/+Ilde9BVweEV+poaY2r0cavlI6zhGxQsVTttq0v9mos5uP2n8/35RO/+8L7B4RSyU1sXKfyvUsp+Pf8d3ZX+tHfA3cLB+3A6elIEfSDqvZ32KKERgUT6Br8yrF6fc2I1j5SMTxHbQrm0HxdCuAoynOInRXtf0eATyTRvPHUJwarlTXYmC0pDUkbUH1R1FOB46U9Pa0nQ0lvWs16i7bL/W3NnA4cB/FMTlc0joqnrJ1BNWP0+sqHnEJxX6/nMJ7a2C3GrY/neIyDJKGSBpB7+6v9QEHuFk+vkFx+nqBpEXp9er4DnCypAcoroG3uQvYJt3YNI7i9Pf/Te3W7KBd2WnA8ZIWUITrF1ajzmr7fTFwXLoBbWtWjloXAMvTzVpfpAjLJ4AHgR8C91faSEQ8CJwD3JHqngY0VGrbDbMpTtUvoLiHoDki7qe4J2A2MIviiVYPVFl/MsX+X01xyn5NSQ9R3LDX0an2Nl8A9kmn9ucC2/Ty/lof8NvIzMx6kXrx7XY2uHkEbmZmliGPwM3MzDLkEbiZmVmGHOBmZmYZcoCbmZllyAFuZmaWIQe4mZlZhv4/4Dr3yNOEFOwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_permutation_importance(exp=exp_loss_auc,\n",
    "                            fig_kw={'figwidth': 7, 'figheight': 6});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c57211aa",
   "metadata": {},
   "source": [
    "To conclude, we can observe from the plots above, that the numerical features are quite important for the classification task which agrees with the intuition we developed in our data analysis step. Note that based on the metric used, the importance of the features, and implicitly their ordering can differ. Nevertheless, we observe that the `satisfaction_level` feature is consistently reported as the most important."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e69d37bb",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "<a id='References'></a>\n",
    "\n",
    "[[1]](#source_1) Breiman, Leo. \"Random forests.\" Machine learning 45.1 (2001): 5-32.\n",
    "\n",
    "[[2]](#source_2) Fisher, Aaron, Cynthia Rudin, and Francesca Dominici. \"All Models are Wrong, but Many are Useful: Learning a Variable's Importance by Studying an Entire Class of Prediction Models Simultaneously.\" J. Mach. Learn. Res. 20.177 (2019): 1-81."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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